{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0e68625e",
   "metadata": {},
   "source": [
    "# 财务因子数据分析\n",
    "\n",
    "\n",
    "* 李永乐老师  茅台与招商比较\n",
    "\n",
    "https://www.bilibili.com/video/BV17f4y1v7G1?spm_id_from=333.999.header_right.fav_list.click\n",
    "\n",
    "\n",
    "trading_derivative_indicator\n",
    "PB\t市净率(PB)\t倍\t市净率=当日收盘价＊当日公司总股本／净资产，其中净资产取最新报告期披露的净资产。\n",
    "PELFY\t市盈率LFY\t倍\t市盈率=当日收盘价＊当日公司总股本／净利润，其中净利润取最近年报披露的“归属母公司所有者的净利润”。\n",
    "\n",
    "\n",
    "income_statement\n",
    "NETPROFIT\t净利润\n",
    "\n",
    "SHSE.600036 招商银行\n",
    "SHSE.600519 贵州茅台"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "229a3dc8",
   "metadata": {},
   "source": [
    "### classwork 1\n",
    "\n",
    "* 参考李永乐老师视频，完成当前茅台与招商股票市盈率，市净率，市盈增长比的计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a3d989ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats.mstats import winsorize\n",
    "from scipy.stats import pearsonr,spearmanr,kendalltau\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from gm.api import *\n",
    "set_token(\"eea4b28a3ceb7048603d388bb777ebc67de47385\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f30af58f",
   "metadata": {},
   "outputs": [],
   "source": [
    "cw_g_z=get_fundamentals_n(table='trading_derivative_indicator', symbols=[\"SHSE.600519\",\"SHSE.600036\"], end_date=\"2022-05-01\", count=20,\n",
    "                            fields='PELFY,PB',df=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4a9d2eca",
   "metadata": {},
   "outputs": [],
   "source": [
    "cw1=cw_g_z.set_index([\"end_date\",\"symbol\"]).unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ff55a67c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th colspan=\"2\" halign=\"left\">pub_date</th>\n",
       "      <th colspan=\"2\" halign=\"left\">PELFY</th>\n",
       "      <th colspan=\"2\" halign=\"left\">PB</th>\n",
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       "    <tr>\n",
       "      <th>symbol</th>\n",
       "      <th>SHSE.600036</th>\n",
       "      <th>SHSE.600519</th>\n",
       "      <th>SHSE.600036</th>\n",
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       "      <th>2022-03-31 00:00:00+08:00</th>\n",
       "      <td>2022-03-31 00:00:00+08:00</td>\n",
       "      <td>2022-03-31 00:00:00+08:00</td>\n",
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       "      <td>1.3744</td>\n",
       "      <td>11.3929</td>\n",
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       "    <tr>\n",
       "      <th>2022-04-01 00:00:00+08:00</th>\n",
       "      <td>2022-04-01 00:00:00+08:00</td>\n",
       "      <td>2022-04-01 00:00:00+08:00</td>\n",
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       "      <th>2022-04-06 00:00:00+08:00</th>\n",
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       "    <tr>\n",
       "      <th>2022-04-07 00:00:00+08:00</th>\n",
       "      <td>2022-04-07 00:00:00+08:00</td>\n",
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       "      <th>2022-04-11 00:00:00+08:00</th>\n",
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       "      <td>2022-04-11 00:00:00+08:00</td>\n",
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       "      <td>1.3480</td>\n",
       "      <td>11.3995</td>\n",
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       "    <tr>\n",
       "      <th>2022-04-12 00:00:00+08:00</th>\n",
       "      <td>2022-04-12 00:00:00+08:00</td>\n",
       "      <td>2022-04-12 00:00:00+08:00</td>\n",
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       "      <th>2022-04-13 00:00:00+08:00</th>\n",
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       "      <th>2022-04-15 00:00:00+08:00</th>\n",
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       "      <td>2022-04-15 00:00:00+08:00</td>\n",
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       "      <td>1.3753</td>\n",
       "      <td>11.9694</td>\n",
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       "      <th>2022-04-22 00:00:00+08:00</th>\n",
       "      <td>2022-04-22 00:00:00+08:00</td>\n",
       "      <td>2022-04-22 00:00:00+08:00</td>\n",
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       "      <td>1.2482</td>\n",
       "      <td>11.7508</td>\n",
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       "      <th>2022-04-25 00:00:00+08:00</th>\n",
       "      <td>2022-04-25 00:00:00+08:00</td>\n",
       "      <td>2022-04-25 00:00:00+08:00</td>\n",
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       "      <td>1.0960</td>\n",
       "      <td>11.3200</td>\n",
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       "      <th>2022-04-26 00:00:00+08:00</th>\n",
       "      <td>2022-04-26 00:00:00+08:00</td>\n",
       "      <td>2022-04-26 00:00:00+08:00</td>\n",
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      "text/plain": [
       "                                           pub_date                            \\\n",
       "symbol                                  SHSE.600036               SHSE.600519   \n",
       "end_date                                                                        \n",
       "2022-03-31 00:00:00+08:00 2022-03-31 00:00:00+08:00 2022-03-31 00:00:00+08:00   \n",
       "2022-04-01 00:00:00+08:00 2022-04-01 00:00:00+08:00 2022-04-01 00:00:00+08:00   \n",
       "2022-04-06 00:00:00+08:00 2022-04-06 00:00:00+08:00 2022-04-06 00:00:00+08:00   \n",
       "2022-04-07 00:00:00+08:00 2022-04-07 00:00:00+08:00 2022-04-07 00:00:00+08:00   \n",
       "2022-04-08 00:00:00+08:00 2022-04-08 00:00:00+08:00 2022-04-08 00:00:00+08:00   \n",
       "2022-04-11 00:00:00+08:00 2022-04-11 00:00:00+08:00 2022-04-11 00:00:00+08:00   \n",
       "2022-04-12 00:00:00+08:00 2022-04-12 00:00:00+08:00 2022-04-12 00:00:00+08:00   \n",
       "2022-04-13 00:00:00+08:00 2022-04-13 00:00:00+08:00 2022-04-13 00:00:00+08:00   \n",
       "2022-04-14 00:00:00+08:00 2022-04-14 00:00:00+08:00 2022-04-14 00:00:00+08:00   \n",
       "2022-04-15 00:00:00+08:00 2022-04-15 00:00:00+08:00 2022-04-15 00:00:00+08:00   \n",
       "2022-04-18 00:00:00+08:00 2022-04-18 00:00:00+08:00 2022-04-18 00:00:00+08:00   \n",
       "2022-04-19 00:00:00+08:00 2022-04-19 00:00:00+08:00 2022-04-19 00:00:00+08:00   \n",
       "2022-04-20 00:00:00+08:00 2022-04-20 00:00:00+08:00 2022-04-20 00:00:00+08:00   \n",
       "2022-04-21 00:00:00+08:00 2022-04-21 00:00:00+08:00 2022-04-21 00:00:00+08:00   \n",
       "2022-04-22 00:00:00+08:00 2022-04-22 00:00:00+08:00 2022-04-22 00:00:00+08:00   \n",
       "2022-04-25 00:00:00+08:00 2022-04-25 00:00:00+08:00 2022-04-25 00:00:00+08:00   \n",
       "2022-04-26 00:00:00+08:00 2022-04-26 00:00:00+08:00 2022-04-26 00:00:00+08:00   \n",
       "2022-04-27 00:00:00+08:00 2022-04-27 00:00:00+08:00 2022-04-27 00:00:00+08:00   \n",
       "2022-04-28 00:00:00+08:00 2022-04-28 00:00:00+08:00 2022-04-28 00:00:00+08:00   \n",
       "2022-04-29 00:00:00+08:00 2022-04-29 00:00:00+08:00 2022-04-29 00:00:00+08:00   \n",
       "\n",
       "                                PELFY                      PB              \n",
       "symbol                    SHSE.600036 SHSE.600519 SHSE.600036 SHSE.600519  \n",
       "end_date                                                                   \n",
       "2022-03-31 00:00:00+08:00      9.8421     41.1628      1.3744     11.3929  \n",
       "2022-04-01 00:00:00+08:00      9.9052     42.6237      1.3832     11.7973  \n",
       "2022-04-06 00:00:00+08:00      9.9662     42.2643      1.3918     11.6978  \n",
       "2022-04-07 00:00:00+08:00      9.8548     42.2643      1.3762     11.6978  \n",
       "2022-04-08 00:00:00+08:00      9.9221     42.7192      1.3856     11.8237  \n",
       "2022-04-11 00:00:00+08:00      9.6529     41.1867      1.3480     11.3995  \n",
       "2022-04-12 00:00:00+08:00      9.6108     42.6713      1.3421     11.8104  \n",
       "2022-04-13 00:00:00+08:00      9.6213     42.3600      1.3436     11.7243  \n",
       "2022-04-14 00:00:00+08:00      9.6234     43.3179      1.3439     11.9894  \n",
       "2022-04-15 00:00:00+08:00      9.8484     43.2458      1.3753     11.9694  \n",
       "2022-04-18 00:00:00+08:00      9.1250     42.8825      1.2743     11.8689  \n",
       "2022-04-19 00:00:00+08:00      8.8537     42.8701      1.2364     11.8655  \n",
       "2022-04-20 00:00:00+08:00      8.6434     43.0305      1.2070     11.9099  \n",
       "2022-04-21 00:00:00+08:00      8.6813     42.6230      1.2123     11.7971  \n",
       "2022-04-22 00:00:00+08:00      8.9378     42.4558      1.2482     11.7508  \n",
       "2022-04-25 00:00:00+08:00      8.1660     40.8994      1.0960     11.3200  \n",
       "2022-04-26 00:00:00+08:00      8.0777     41.4855      1.0842     11.4822  \n",
       "2022-04-27 00:00:00+08:00      7.9999     42.9807      1.0737     10.9041  \n",
       "2022-04-28 00:00:00+08:00      8.3322     43.9405      1.1183     11.1475  \n",
       "2022-04-29 00:00:00+08:00      8.3974     43.7819      1.1271     11.1073  "
      ]
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     "execution_count": 12,
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   "outputs": [
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   "id": "4cfe1590",
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   "outputs": [
    {
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       "      <th>1</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2022-03-31 00:00:00+08:00</td>\n",
       "      <td>2021-12-31 00:00:00+08:00</td>\n",
       "      <td>5.5721e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2021-10-23 00:00:00+08:00</td>\n",
       "      <td>2021-09-30 00:00:00+08:00</td>\n",
       "      <td>3.9575e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2021-07-31 00:00:00+08:00</td>\n",
       "      <td>2021-06-30 00:00:00+08:00</td>\n",
       "      <td>2.6207e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2021-04-28 00:00:00+08:00</td>\n",
       "      <td>2021-03-31 00:00:00+08:00</td>\n",
       "      <td>1.4772e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2021-03-31 00:00:00+08:00</td>\n",
       "      <td>2020-12-31 00:00:00+08:00</td>\n",
       "      <td>4.9523e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2020-10-26 00:00:00+08:00</td>\n",
       "      <td>2020-09-30 00:00:00+08:00</td>\n",
       "      <td>3.5851e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2020-07-29 00:00:00+08:00</td>\n",
       "      <td>2020-06-30 00:00:00+08:00</td>\n",
       "      <td>2.3928e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2020-04-28 00:00:00+08:00</td>\n",
       "      <td>2020-03-31 00:00:00+08:00</td>\n",
       "      <td>1.3863e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2020-04-22 00:00:00+08:00</td>\n",
       "      <td>2019-12-31 00:00:00+08:00</td>\n",
       "      <td>4.3970e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2019-10-16 00:00:00+08:00</td>\n",
       "      <td>2019-09-30 00:00:00+08:00</td>\n",
       "      <td>3.2412e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2019-07-18 00:00:00+08:00</td>\n",
       "      <td>2019-06-30 00:00:00+08:00</td>\n",
       "      <td>2.1197e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2019-04-25 00:00:00+08:00</td>\n",
       "      <td>2019-03-31 00:00:00+08:00</td>\n",
       "      <td>1.1916e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2019-03-29 00:00:00+08:00</td>\n",
       "      <td>2018-12-31 00:00:00+08:00</td>\n",
       "      <td>3.7830e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2018-10-29 00:00:00+08:00</td>\n",
       "      <td>2018-09-30 00:00:00+08:00</td>\n",
       "      <td>2.6571e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2018-08-02 00:00:00+08:00</td>\n",
       "      <td>2018-06-30 00:00:00+08:00</td>\n",
       "      <td>1.6921e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2018-04-28 00:00:00+08:00</td>\n",
       "      <td>2018-03-31 00:00:00+08:00</td>\n",
       "      <td>9.1305e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2018-03-28 00:00:00+08:00</td>\n",
       "      <td>2017-12-31 00:00:00+08:00</td>\n",
       "      <td>2.9006e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2017-10-26 00:00:00+08:00</td>\n",
       "      <td>2017-09-30 00:00:00+08:00</td>\n",
       "      <td>2.1361e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SHSE.600519</td>\n",
       "      <td>2017-07-28 00:00:00+08:00</td>\n",
       "      <td>2017-06-30 00:00:00+08:00</td>\n",
       "      <td>1.2044e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2022-04-23 00:00:00+08:00</td>\n",
       "      <td>2022-03-31 00:00:00+08:00</td>\n",
       "      <td>3.6309e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2022-03-19 00:00:00+08:00</td>\n",
       "      <td>2021-12-31 00:00:00+08:00</td>\n",
       "      <td>1.2083e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2021-10-23 00:00:00+08:00</td>\n",
       "      <td>2021-09-30 00:00:00+08:00</td>\n",
       "      <td>9.4356e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2021-08-14 00:00:00+08:00</td>\n",
       "      <td>2021-06-30 00:00:00+08:00</td>\n",
       "      <td>6.1648e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2021-04-24 00:00:00+08:00</td>\n",
       "      <td>2021-03-31 00:00:00+08:00</td>\n",
       "      <td>3.2249e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2021-03-20 00:00:00+08:00</td>\n",
       "      <td>2020-12-31 00:00:00+08:00</td>\n",
       "      <td>9.7959e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2020-10-31 00:00:00+08:00</td>\n",
       "      <td>2020-09-30 00:00:00+08:00</td>\n",
       "      <td>7.7070e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2020-08-29 00:00:00+08:00</td>\n",
       "      <td>2020-06-30 00:00:00+08:00</td>\n",
       "      <td>5.0078e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2020-04-30 00:00:00+08:00</td>\n",
       "      <td>2020-03-31 00:00:00+08:00</td>\n",
       "      <td>2.7954e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2020-03-21 00:00:00+08:00</td>\n",
       "      <td>2019-12-31 00:00:00+08:00</td>\n",
       "      <td>9.3423e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2019-10-31 00:00:00+08:00</td>\n",
       "      <td>2019-09-30 00:00:00+08:00</td>\n",
       "      <td>7.7761e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2019-08-24 00:00:00+08:00</td>\n",
       "      <td>2019-06-30 00:00:00+08:00</td>\n",
       "      <td>5.0858e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2019-04-30 00:00:00+08:00</td>\n",
       "      <td>2019-03-31 00:00:00+08:00</td>\n",
       "      <td>2.5497e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2019-03-23 00:00:00+08:00</td>\n",
       "      <td>2018-12-31 00:00:00+08:00</td>\n",
       "      <td>8.0819e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2018-10-31 00:00:00+08:00</td>\n",
       "      <td>2018-09-30 00:00:00+08:00</td>\n",
       "      <td>6.7564e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2018-08-25 00:00:00+08:00</td>\n",
       "      <td>2018-06-30 00:00:00+08:00</td>\n",
       "      <td>4.4869e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2018-04-28 00:00:00+08:00</td>\n",
       "      <td>2018-03-31 00:00:00+08:00</td>\n",
       "      <td>2.2708e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2018-03-24 00:00:00+08:00</td>\n",
       "      <td>2017-12-31 00:00:00+08:00</td>\n",
       "      <td>7.0638e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2017-10-28 00:00:00+08:00</td>\n",
       "      <td>2017-09-30 00:00:00+08:00</td>\n",
       "      <td>5.9164e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>SHSE.600036</td>\n",
       "      <td>2017-08-19 00:00:00+08:00</td>\n",
       "      <td>2017-06-30 00:00:00+08:00</td>\n",
       "      <td>3.9466e+10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         symbol                  pub_date                  end_date  \\\n",
       "0   SHSE.600519 2022-04-27 00:00:00+08:00 2022-03-31 00:00:00+08:00   \n",
       "1   SHSE.600519 2022-03-31 00:00:00+08:00 2021-12-31 00:00:00+08:00   \n",
       "2   SHSE.600519 2021-10-23 00:00:00+08:00 2021-09-30 00:00:00+08:00   \n",
       "3   SHSE.600519 2021-07-31 00:00:00+08:00 2021-06-30 00:00:00+08:00   \n",
       "4   SHSE.600519 2021-04-28 00:00:00+08:00 2021-03-31 00:00:00+08:00   \n",
       "5   SHSE.600519 2021-03-31 00:00:00+08:00 2020-12-31 00:00:00+08:00   \n",
       "6   SHSE.600519 2020-10-26 00:00:00+08:00 2020-09-30 00:00:00+08:00   \n",
       "7   SHSE.600519 2020-07-29 00:00:00+08:00 2020-06-30 00:00:00+08:00   \n",
       "8   SHSE.600519 2020-04-28 00:00:00+08:00 2020-03-31 00:00:00+08:00   \n",
       "9   SHSE.600519 2020-04-22 00:00:00+08:00 2019-12-31 00:00:00+08:00   \n",
       "10  SHSE.600519 2019-10-16 00:00:00+08:00 2019-09-30 00:00:00+08:00   \n",
       "11  SHSE.600519 2019-07-18 00:00:00+08:00 2019-06-30 00:00:00+08:00   \n",
       "12  SHSE.600519 2019-04-25 00:00:00+08:00 2019-03-31 00:00:00+08:00   \n",
       "13  SHSE.600519 2019-03-29 00:00:00+08:00 2018-12-31 00:00:00+08:00   \n",
       "14  SHSE.600519 2018-10-29 00:00:00+08:00 2018-09-30 00:00:00+08:00   \n",
       "15  SHSE.600519 2018-08-02 00:00:00+08:00 2018-06-30 00:00:00+08:00   \n",
       "16  SHSE.600519 2018-04-28 00:00:00+08:00 2018-03-31 00:00:00+08:00   \n",
       "17  SHSE.600519 2018-03-28 00:00:00+08:00 2017-12-31 00:00:00+08:00   \n",
       "18  SHSE.600519 2017-10-26 00:00:00+08:00 2017-09-30 00:00:00+08:00   \n",
       "19  SHSE.600519 2017-07-28 00:00:00+08:00 2017-06-30 00:00:00+08:00   \n",
       "20  SHSE.600036 2022-04-23 00:00:00+08:00 2022-03-31 00:00:00+08:00   \n",
       "21  SHSE.600036 2022-03-19 00:00:00+08:00 2021-12-31 00:00:00+08:00   \n",
       "22  SHSE.600036 2021-10-23 00:00:00+08:00 2021-09-30 00:00:00+08:00   \n",
       "23  SHSE.600036 2021-08-14 00:00:00+08:00 2021-06-30 00:00:00+08:00   \n",
       "24  SHSE.600036 2021-04-24 00:00:00+08:00 2021-03-31 00:00:00+08:00   \n",
       "25  SHSE.600036 2021-03-20 00:00:00+08:00 2020-12-31 00:00:00+08:00   \n",
       "26  SHSE.600036 2020-10-31 00:00:00+08:00 2020-09-30 00:00:00+08:00   \n",
       "27  SHSE.600036 2020-08-29 00:00:00+08:00 2020-06-30 00:00:00+08:00   \n",
       "28  SHSE.600036 2020-04-30 00:00:00+08:00 2020-03-31 00:00:00+08:00   \n",
       "29  SHSE.600036 2020-03-21 00:00:00+08:00 2019-12-31 00:00:00+08:00   \n",
       "30  SHSE.600036 2019-10-31 00:00:00+08:00 2019-09-30 00:00:00+08:00   \n",
       "31  SHSE.600036 2019-08-24 00:00:00+08:00 2019-06-30 00:00:00+08:00   \n",
       "32  SHSE.600036 2019-04-30 00:00:00+08:00 2019-03-31 00:00:00+08:00   \n",
       "33  SHSE.600036 2019-03-23 00:00:00+08:00 2018-12-31 00:00:00+08:00   \n",
       "34  SHSE.600036 2018-10-31 00:00:00+08:00 2018-09-30 00:00:00+08:00   \n",
       "35  SHSE.600036 2018-08-25 00:00:00+08:00 2018-06-30 00:00:00+08:00   \n",
       "36  SHSE.600036 2018-04-28 00:00:00+08:00 2018-03-31 00:00:00+08:00   \n",
       "37  SHSE.600036 2018-03-24 00:00:00+08:00 2017-12-31 00:00:00+08:00   \n",
       "38  SHSE.600036 2017-10-28 00:00:00+08:00 2017-09-30 00:00:00+08:00   \n",
       "39  SHSE.600036 2017-08-19 00:00:00+08:00 2017-06-30 00:00:00+08:00   \n",
       "\n",
       "     NETPROFIT  \n",
       "0   1.7952e+10  \n",
       "1   5.5721e+10  \n",
       "2   3.9575e+10  \n",
       "3   2.6207e+10  \n",
       "4   1.4772e+10  \n",
       "5   4.9523e+10  \n",
       "6   3.5851e+10  \n",
       "7   2.3928e+10  \n",
       "8   1.3863e+10  \n",
       "9   4.3970e+10  \n",
       "10  3.2412e+10  \n",
       "11  2.1197e+10  \n",
       "12  1.1916e+10  \n",
       "13  3.7830e+10  \n",
       "14  2.6571e+10  \n",
       "15  1.6921e+10  \n",
       "16  9.1305e+09  \n",
       "17  2.9006e+10  \n",
       "18  2.1361e+10  \n",
       "19  1.2044e+10  \n",
       "20  3.6309e+10  \n",
       "21  1.2083e+11  \n",
       "22  9.4356e+10  \n",
       "23  6.1648e+10  \n",
       "24  3.2249e+10  \n",
       "25  9.7959e+10  \n",
       "26  7.7070e+10  \n",
       "27  5.0078e+10  \n",
       "28  2.7954e+10  \n",
       "29  9.3423e+10  \n",
       "30  7.7761e+10  \n",
       "31  5.0858e+10  \n",
       "32  2.5497e+10  \n",
       "33  8.0819e+10  \n",
       "34  6.7564e+10  \n",
       "35  4.4869e+10  \n",
       "36  2.2708e+10  \n",
       "37  7.0638e+10  \n",
       "38  5.9164e+10  \n",
       "39  3.9466e+10  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr_g_z=get_fundamentals_n(table='income_statement', symbols=[\"SHSE.600519\",\"SHSE.600036\"], end_date=\"2022-05-01\", count=20,\n",
    "                            fields='NETPROFIT',df=True)\n",
    "lr_g_z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4c64152e",
   "metadata": {},
   "outputs": [],
   "source": [
    "lr1=lr_g_z.set_index([\"end_date\",\"symbol\"]).unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "12138ef6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>symbol</th>\n",
       "      <th>SHSE.600036</th>\n",
       "      <th>SHSE.600519</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-06-30 00:00:00+08:00</th>\n",
       "      <td>3.9466e+10</td>\n",
       "      <td>1.2044e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-30 00:00:00+08:00</th>\n",
       "      <td>5.9164e+10</td>\n",
       "      <td>2.1361e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-31 00:00:00+08:00</th>\n",
       "      <td>7.0638e+10</td>\n",
       "      <td>2.9006e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-31 00:00:00+08:00</th>\n",
       "      <td>2.2708e+10</td>\n",
       "      <td>9.1305e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-30 00:00:00+08:00</th>\n",
       "      <td>4.4869e+10</td>\n",
       "      <td>1.6921e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-09-30 00:00:00+08:00</th>\n",
       "      <td>6.7564e+10</td>\n",
       "      <td>2.6571e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-31 00:00:00+08:00</th>\n",
       "      <td>8.0819e+10</td>\n",
       "      <td>3.7830e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-31 00:00:00+08:00</th>\n",
       "      <td>2.5497e+10</td>\n",
       "      <td>1.1916e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-06-30 00:00:00+08:00</th>\n",
       "      <td>5.0858e+10</td>\n",
       "      <td>2.1197e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-30 00:00:00+08:00</th>\n",
       "      <td>7.7761e+10</td>\n",
       "      <td>3.2412e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-31 00:00:00+08:00</th>\n",
       "      <td>9.3423e+10</td>\n",
       "      <td>4.3970e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-31 00:00:00+08:00</th>\n",
       "      <td>2.7954e+10</td>\n",
       "      <td>1.3863e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-30 00:00:00+08:00</th>\n",
       "      <td>5.0078e+10</td>\n",
       "      <td>2.3928e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-30 00:00:00+08:00</th>\n",
       "      <td>7.7070e+10</td>\n",
       "      <td>3.5851e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-31 00:00:00+08:00</th>\n",
       "      <td>9.7959e+10</td>\n",
       "      <td>4.9523e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-31 00:00:00+08:00</th>\n",
       "      <td>3.2249e+10</td>\n",
       "      <td>1.4772e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-30 00:00:00+08:00</th>\n",
       "      <td>6.1648e+10</td>\n",
       "      <td>2.6207e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-30 00:00:00+08:00</th>\n",
       "      <td>9.4356e+10</td>\n",
       "      <td>3.9575e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31 00:00:00+08:00</th>\n",
       "      <td>1.2083e+11</td>\n",
       "      <td>5.5721e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-31 00:00:00+08:00</th>\n",
       "      <td>3.6309e+10</td>\n",
       "      <td>1.7952e+10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "symbol                     SHSE.600036  SHSE.600519\n",
       "end_date                                           \n",
       "2017-06-30 00:00:00+08:00   3.9466e+10   1.2044e+10\n",
       "2017-09-30 00:00:00+08:00   5.9164e+10   2.1361e+10\n",
       "2017-12-31 00:00:00+08:00   7.0638e+10   2.9006e+10\n",
       "2018-03-31 00:00:00+08:00   2.2708e+10   9.1305e+09\n",
       "2018-06-30 00:00:00+08:00   4.4869e+10   1.6921e+10\n",
       "2018-09-30 00:00:00+08:00   6.7564e+10   2.6571e+10\n",
       "2018-12-31 00:00:00+08:00   8.0819e+10   3.7830e+10\n",
       "2019-03-31 00:00:00+08:00   2.5497e+10   1.1916e+10\n",
       "2019-06-30 00:00:00+08:00   5.0858e+10   2.1197e+10\n",
       "2019-09-30 00:00:00+08:00   7.7761e+10   3.2412e+10\n",
       "2019-12-31 00:00:00+08:00   9.3423e+10   4.3970e+10\n",
       "2020-03-31 00:00:00+08:00   2.7954e+10   1.3863e+10\n",
       "2020-06-30 00:00:00+08:00   5.0078e+10   2.3928e+10\n",
       "2020-09-30 00:00:00+08:00   7.7070e+10   3.5851e+10\n",
       "2020-12-31 00:00:00+08:00   9.7959e+10   4.9523e+10\n",
       "2021-03-31 00:00:00+08:00   3.2249e+10   1.4772e+10\n",
       "2021-06-30 00:00:00+08:00   6.1648e+10   2.6207e+10\n",
       "2021-09-30 00:00:00+08:00   9.4356e+10   3.9575e+10\n",
       "2021-12-31 00:00:00+08:00   1.2083e+11   5.5721e+10\n",
       "2022-03-31 00:00:00+08:00   3.6309e+10   1.7952e+10"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr1[\"NETPROFIT\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ccc08437",
   "metadata": {},
   "outputs": [],
   "source": [
    "lrr=(lr1[\"NETPROFIT\"]-lr1[\"NETPROFIT\"].shift(4))/lr1[\"NETPROFIT\"].shift(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "93911ac8",
   "metadata": {},
   "outputs": [],
   "source": [
    "lrr=lrr.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "79380484",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "symbol\n",
       "SHSE.600036    0.1297\n",
       "SHSE.600519    0.1889\n",
       "dtype: float64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lrr.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "679c49b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "8.3974\t43.7819"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "2682adde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "64.74479568234386"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "8.3974/0.1297"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "dea6bcc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "231.77289571201692"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "43.7819/0.1889"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "bd357f46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.579791908667992"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "231.77289571201692/64.74479568234386"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b55ba272",
   "metadata": {},
   "source": [
    "## 利润表分析\n",
    "\n",
    "* 新能源指数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dd39d453",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "unexpected EOF while parsing (Temp/ipykernel_17088/3956950104.py, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"C:\\Users\\wp\\AppData\\Local\\Temp/ipykernel_17088/3956950104.py\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    help(get_constituents\u001b[0m\n\u001b[1;37m                         ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m unexpected EOF while parsing\n"
     ]
    }
   ],
   "source": [
    "help(get_constituents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2749e1b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "symbols=get_constituents(\"SHSE.000941\", fields='symbol, weight', df=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e16047a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "s1=get_instruments(symbols=symbols.symbol.tolist(), df=True)[[\"symbol\",\"sec_name\",\"listed_date\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f698a03e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['SHSE.603659',\n",
       " 'SHSE.603218',\n",
       " 'SZSE.300724',\n",
       " 'SHSE.600163',\n",
       " 'SHSE.603185',\n",
       " 'SZSE.300750',\n",
       " 'SZSE.300751',\n",
       " 'SHSE.603806',\n",
       " 'SZSE.300763',\n",
       " 'SZSE.300772',\n",
       " 'SZSE.300316',\n",
       " 'SZSE.300776',\n",
       " 'SZSE.300274',\n",
       " 'SZSE.002460',\n",
       " 'SHSE.603799',\n",
       " 'SZSE.002459',\n",
       " 'SZSE.300850',\n",
       " 'SZSE.002531',\n",
       " 'SHSE.600905',\n",
       " 'SHSE.688390',\n",
       " 'SHSE.601865',\n",
       " 'SZSE.002487',\n",
       " 'SZSE.300919',\n",
       " 'SHSE.601877',\n",
       " 'SHSE.600876',\n",
       " 'SHSE.600884',\n",
       " 'SZSE.002056',\n",
       " 'SHSE.688005',\n",
       " 'SZSE.300443',\n",
       " 'SHSE.688516',\n",
       " 'SZSE.300450',\n",
       " 'SHSE.600438',\n",
       " 'SZSE.002080',\n",
       " 'SZSE.002129',\n",
       " 'SHSE.601012',\n",
       " 'SZSE.300014',\n",
       " 'SHSE.603985',\n",
       " 'SHSE.603026',\n",
       " 'SZSE.002202',\n",
       " 'SHSE.601985',\n",
       " 'SZSE.002709',\n",
       " 'SZSE.300037',\n",
       " 'SHSE.600549',\n",
       " 'SHSE.601615',\n",
       " 'SZSE.300618',\n",
       " 'SZSE.300569',\n",
       " 'SZSE.300073',\n",
       " 'SHSE.688599',\n",
       " 'SZSE.002812',\n",
       " 'SZSE.003816']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "symbols.symbol.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8435ad6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'SHSE.603659,SHSE.603218,SZSE.300724,SHSE.600163,SHSE.603185,SZSE.300750,SZSE.300751,SHSE.603806,SZSE.300763,SZSE.300772,SZSE.300316,SZSE.300776,SZSE.300274,SZSE.002460,SHSE.603799,SZSE.002459,SZSE.300850,SZSE.002531,SHSE.600905,SHSE.688390,SHSE.601865,SZSE.002487,SZSE.300919,SHSE.601877,SHSE.600876,SHSE.600884,SZSE.002056,SHSE.688005,SZSE.300443,SHSE.688516,SZSE.300450,SHSE.600438,SZSE.002080,SZSE.002129,SHSE.601012,SZSE.300014,SHSE.603985,SHSE.603026,SZSE.002202,SHSE.601985,SZSE.002709,SZSE.300037,SHSE.600549,SHSE.601615,SZSE.300618,SZSE.300569,SZSE.300073,SHSE.688599,SZSE.002812,SZSE.003816'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\",\".join(symbols.symbol.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b20cdb62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>low</th>\n",
       "      <th>high</th>\n",
       "      <th>eob</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SZSE.300037</td>\n",
       "      <td>39.0795</td>\n",
       "      <td>40.4556</td>\n",
       "      <td>38.2264</td>\n",
       "      <td>41.8316</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SZSE.002129</td>\n",
       "      <td>40.1800</td>\n",
       "      <td>40.8500</td>\n",
       "      <td>39.9900</td>\n",
       "      <td>41.8400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SZSE.002487</td>\n",
       "      <td>25.1400</td>\n",
       "      <td>25.5600</td>\n",
       "      <td>24.4100</td>\n",
       "      <td>25.5600</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SZSE.300316</td>\n",
       "      <td>50.8000</td>\n",
       "      <td>52.4000</td>\n",
       "      <td>50.4000</td>\n",
       "      <td>53.2600</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SZSE.300073</td>\n",
       "      <td>67.4000</td>\n",
       "      <td>71.1000</td>\n",
       "      <td>67.2300</td>\n",
       "      <td>72.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SZSE.300772</td>\n",
       "      <td>15.9200</td>\n",
       "      <td>16.7800</td>\n",
       "      <td>15.8000</td>\n",
       "      <td>17.3200</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SZSE.300014</td>\n",
       "      <td>69.6200</td>\n",
       "      <td>72.7200</td>\n",
       "      <td>69.6100</td>\n",
       "      <td>75.9900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SZSE.300919</td>\n",
       "      <td>83.6000</td>\n",
       "      <td>90.5000</td>\n",
       "      <td>83.6000</td>\n",
       "      <td>93.5000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SZSE.002812</td>\n",
       "      <td>202.5000</td>\n",
       "      <td>216.0600</td>\n",
       "      <td>196.6000</td>\n",
       "      <td>219.8000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SZSE.300724</td>\n",
       "      <td>62.2600</td>\n",
       "      <td>64.1000</td>\n",
       "      <td>62.2500</td>\n",
       "      <td>66.5200</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>SZSE.002460</td>\n",
       "      <td>106.0000</td>\n",
       "      <td>110.7900</td>\n",
       "      <td>105.2500</td>\n",
       "      <td>115.2900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>SZSE.002531</td>\n",
       "      <td>10.3000</td>\n",
       "      <td>10.9000</td>\n",
       "      <td>10.3000</td>\n",
       "      <td>11.2400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SZSE.002202</td>\n",
       "      <td>11.4600</td>\n",
       "      <td>11.6100</td>\n",
       "      <td>11.4600</td>\n",
       "      <td>11.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SZSE.002459</td>\n",
       "      <td>84.5000</td>\n",
       "      <td>85.9000</td>\n",
       "      <td>84.5000</td>\n",
       "      <td>90.3600</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SZSE.002709</td>\n",
       "      <td>74.8000</td>\n",
       "      <td>79.2500</td>\n",
       "      <td>74.2000</td>\n",
       "      <td>81.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SZSE.300569</td>\n",
       "      <td>7.9800</td>\n",
       "      <td>8.6200</td>\n",
       "      <td>7.9100</td>\n",
       "      <td>8.8400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SZSE.300763</td>\n",
       "      <td>203.1600</td>\n",
       "      <td>208.5000</td>\n",
       "      <td>198.0000</td>\n",
       "      <td>212.5000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>SZSE.300751</td>\n",
       "      <td>338.7600</td>\n",
       "      <td>338.6500</td>\n",
       "      <td>335.7200</td>\n",
       "      <td>349.9900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SZSE.300450</td>\n",
       "      <td>44.0600</td>\n",
       "      <td>46.9600</td>\n",
       "      <td>43.6700</td>\n",
       "      <td>48.3900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SZSE.300618</td>\n",
       "      <td>51.7900</td>\n",
       "      <td>53.0200</td>\n",
       "      <td>51.3100</td>\n",
       "      <td>54.8500</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>SZSE.002080</td>\n",
       "      <td>20.8200</td>\n",
       "      <td>21.3500</td>\n",
       "      <td>20.7000</td>\n",
       "      <td>21.8400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>SZSE.003816</td>\n",
       "      <td>2.8300</td>\n",
       "      <td>2.7900</td>\n",
       "      <td>2.7900</td>\n",
       "      <td>2.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SZSE.300776</td>\n",
       "      <td>208.0000</td>\n",
       "      <td>231.5000</td>\n",
       "      <td>206.0000</td>\n",
       "      <td>239.2000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SZSE.300443</td>\n",
       "      <td>25.7200</td>\n",
       "      <td>26.8700</td>\n",
       "      <td>25.0800</td>\n",
       "      <td>28.5000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SZSE.300750</td>\n",
       "      <td>379.9700</td>\n",
       "      <td>409.7500</td>\n",
       "      <td>379.5000</td>\n",
       "      <td>418.7800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SZSE.300850</td>\n",
       "      <td>130.7900</td>\n",
       "      <td>131.8300</td>\n",
       "      <td>129.0000</td>\n",
       "      <td>146.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SZSE.002056</td>\n",
       "      <td>17.3400</td>\n",
       "      <td>17.1800</td>\n",
       "      <td>17.1700</td>\n",
       "      <td>17.8700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>SZSE.300274</td>\n",
       "      <td>67.7000</td>\n",
       "      <td>71.9000</td>\n",
       "      <td>67.3700</td>\n",
       "      <td>74.4700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>SHSE.603218</td>\n",
       "      <td>17.3000</td>\n",
       "      <td>17.2800</td>\n",
       "      <td>17.0100</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>SHSE.603985</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>22.4600</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>22.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>SHSE.600884</td>\n",
       "      <td>21.5100</td>\n",
       "      <td>22.4400</td>\n",
       "      <td>21.4800</td>\n",
       "      <td>23.2500</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>SHSE.688390</td>\n",
       "      <td>212.8500</td>\n",
       "      <td>223.0000</td>\n",
       "      <td>209.8800</td>\n",
       "      <td>242.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>SHSE.600438</td>\n",
       "      <td>40.1800</td>\n",
       "      <td>40.6800</td>\n",
       "      <td>39.4700</td>\n",
       "      <td>41.4800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>SHSE.603185</td>\n",
       "      <td>122.9900</td>\n",
       "      <td>126.8000</td>\n",
       "      <td>121.2200</td>\n",
       "      <td>130.3100</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>SHSE.603806</td>\n",
       "      <td>99.1100</td>\n",
       "      <td>106.4300</td>\n",
       "      <td>99.1100</td>\n",
       "      <td>107.9500</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>SHSE.600549</td>\n",
       "      <td>16.0400</td>\n",
       "      <td>16.5700</td>\n",
       "      <td>15.9600</td>\n",
       "      <td>16.9300</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>SHSE.601865</td>\n",
       "      <td>43.6800</td>\n",
       "      <td>45.2000</td>\n",
       "      <td>42.7300</td>\n",
       "      <td>45.9800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>SHSE.688005</td>\n",
       "      <td>88.9900</td>\n",
       "      <td>93.0000</td>\n",
       "      <td>87.7900</td>\n",
       "      <td>96.3100</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>SHSE.688516</td>\n",
       "      <td>225.1400</td>\n",
       "      <td>236.4300</td>\n",
       "      <td>225.1400</td>\n",
       "      <td>245.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>SHSE.600905</td>\n",
       "      <td>5.8800</td>\n",
       "      <td>5.9500</td>\n",
       "      <td>5.8600</td>\n",
       "      <td>6.0700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>SHSE.601877</td>\n",
       "      <td>33.8000</td>\n",
       "      <td>35.2400</td>\n",
       "      <td>33.7000</td>\n",
       "      <td>36.2700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>SHSE.688599</td>\n",
       "      <td>54.5900</td>\n",
       "      <td>55.8900</td>\n",
       "      <td>54.5900</td>\n",
       "      <td>58.2000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>SHSE.603659</td>\n",
       "      <td>125.8700</td>\n",
       "      <td>131.7300</td>\n",
       "      <td>123.9000</td>\n",
       "      <td>135.8100</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>SHSE.601615</td>\n",
       "      <td>23.0300</td>\n",
       "      <td>22.9900</td>\n",
       "      <td>22.7600</td>\n",
       "      <td>23.5800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>SHSE.600163</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>7.6800</td>\n",
       "      <td>7.6200</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>SHSE.601012</td>\n",
       "      <td>68.9000</td>\n",
       "      <td>71.4000</td>\n",
       "      <td>68.8700</td>\n",
       "      <td>73.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>SHSE.601985</td>\n",
       "      <td>7.0100</td>\n",
       "      <td>7.0200</td>\n",
       "      <td>6.9500</td>\n",
       "      <td>7.0700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>SHSE.603026</td>\n",
       "      <td>100.9400</td>\n",
       "      <td>103.5000</td>\n",
       "      <td>99.9000</td>\n",
       "      <td>107.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>SHSE.603799</td>\n",
       "      <td>81.0000</td>\n",
       "      <td>87.0100</td>\n",
       "      <td>79.6100</td>\n",
       "      <td>88.4300</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>SHSE.600876</td>\n",
       "      <td>17.7600</td>\n",
       "      <td>18.3600</td>\n",
       "      <td>17.7600</td>\n",
       "      <td>18.9700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         symbol      open     close       low      high  \\\n",
       "0   SZSE.300037   39.0795   40.4556   38.2264   41.8316   \n",
       "1   SZSE.002129   40.1800   40.8500   39.9900   41.8400   \n",
       "2   SZSE.002487   25.1400   25.5600   24.4100   25.5600   \n",
       "3   SZSE.300316   50.8000   52.4000   50.4000   53.2600   \n",
       "4   SZSE.300073   67.4000   71.1000   67.2300   72.8800   \n",
       "5   SZSE.300772   15.9200   16.7800   15.8000   17.3200   \n",
       "6   SZSE.300014   69.6200   72.7200   69.6100   75.9900   \n",
       "7   SZSE.300919   83.6000   90.5000   83.6000   93.5000   \n",
       "8   SZSE.002812  202.5000  216.0600  196.6000  219.8000   \n",
       "9   SZSE.300724   62.2600   64.1000   62.2500   66.5200   \n",
       "10  SZSE.002460  106.0000  110.7900  105.2500  115.2900   \n",
       "11  SZSE.002531   10.3000   10.9000   10.3000   11.2400   \n",
       "12  SZSE.002202   11.4600   11.6100   11.4600   11.8800   \n",
       "13  SZSE.002459   84.5000   85.9000   84.5000   90.3600   \n",
       "14  SZSE.002709   74.8000   79.2500   74.2000   81.9000   \n",
       "15  SZSE.300569    7.9800    8.6200    7.9100    8.8400   \n",
       "16  SZSE.300763  203.1600  208.5000  198.0000  212.5000   \n",
       "17  SZSE.300751  338.7600  338.6500  335.7200  349.9900   \n",
       "18  SZSE.300450   44.0600   46.9600   43.6700   48.3900   \n",
       "19  SZSE.300618   51.7900   53.0200   51.3100   54.8500   \n",
       "20  SZSE.002080   20.8200   21.3500   20.7000   21.8400   \n",
       "21  SZSE.003816    2.8300    2.7900    2.7900    2.8800   \n",
       "22  SZSE.300776  208.0000  231.5000  206.0000  239.2000   \n",
       "23  SZSE.300443   25.7200   26.8700   25.0800   28.5000   \n",
       "24  SZSE.300750  379.9700  409.7500  379.5000  418.7800   \n",
       "25  SZSE.300850  130.7900  131.8300  129.0000  146.8800   \n",
       "26  SZSE.002056   17.3400   17.1800   17.1700   17.8700   \n",
       "27  SZSE.300274   67.7000   71.9000   67.3700   74.4700   \n",
       "28  SHSE.603218   17.3000   17.2800   17.0100   18.0000   \n",
       "29  SHSE.603985   21.0000   22.4600   21.0000   22.9000   \n",
       "30  SHSE.600884   21.5100   22.4400   21.4800   23.2500   \n",
       "31  SHSE.688390  212.8500  223.0000  209.8800  242.0000   \n",
       "32  SHSE.600438   40.1800   40.6800   39.4700   41.4800   \n",
       "33  SHSE.603185  122.9900  126.8000  121.2200  130.3100   \n",
       "34  SHSE.603806   99.1100  106.4300   99.1100  107.9500   \n",
       "35  SHSE.600549   16.0400   16.5700   15.9600   16.9300   \n",
       "36  SHSE.601865   43.6800   45.2000   42.7300   45.9800   \n",
       "37  SHSE.688005   88.9900   93.0000   87.7900   96.3100   \n",
       "38  SHSE.688516  225.1400  236.4300  225.1400  245.0000   \n",
       "39  SHSE.600905    5.8800    5.9500    5.8600    6.0700   \n",
       "40  SHSE.601877   33.8000   35.2400   33.7000   36.2700   \n",
       "41  SHSE.688599   54.5900   55.8900   54.5900   58.2000   \n",
       "42  SHSE.603659  125.8700  131.7300  123.9000  135.8100   \n",
       "43  SHSE.601615   23.0300   22.9900   22.7600   23.5800   \n",
       "44  SHSE.600163    7.7500    7.6800    7.6200    7.9000   \n",
       "45  SHSE.601012   68.9000   71.4000   68.8700   73.0000   \n",
       "46  SHSE.601985    7.0100    7.0200    6.9500    7.0700   \n",
       "47  SHSE.603026  100.9400  103.5000   99.9000  107.9000   \n",
       "48  SHSE.603799   81.0000   87.0100   79.6100   88.4300   \n",
       "49  SHSE.600876   17.7600   18.3600   17.7600   18.9700   \n",
       "\n",
       "                         eob  \n",
       "0  2022-05-11 00:00:00+08:00  \n",
       "1  2022-05-11 00:00:00+08:00  \n",
       "2  2022-05-11 00:00:00+08:00  \n",
       "3  2022-05-11 00:00:00+08:00  \n",
       "4  2022-05-11 00:00:00+08:00  \n",
       "5  2022-05-11 00:00:00+08:00  \n",
       "6  2022-05-11 00:00:00+08:00  \n",
       "7  2022-05-11 00:00:00+08:00  \n",
       "8  2022-05-11 00:00:00+08:00  \n",
       "9  2022-05-11 00:00:00+08:00  \n",
       "10 2022-05-11 00:00:00+08:00  \n",
       "11 2022-05-11 00:00:00+08:00  \n",
       "12 2022-05-11 00:00:00+08:00  \n",
       "13 2022-05-11 00:00:00+08:00  \n",
       "14 2022-05-11 00:00:00+08:00  \n",
       "15 2022-05-11 00:00:00+08:00  \n",
       "16 2022-05-11 00:00:00+08:00  \n",
       "17 2022-05-11 00:00:00+08:00  \n",
       "18 2022-05-11 00:00:00+08:00  \n",
       "19 2022-05-11 00:00:00+08:00  \n",
       "20 2022-05-11 00:00:00+08:00  \n",
       "21 2022-05-11 00:00:00+08:00  \n",
       "22 2022-05-11 00:00:00+08:00  \n",
       "23 2022-05-11 00:00:00+08:00  \n",
       "24 2022-05-11 00:00:00+08:00  \n",
       "25 2022-05-11 00:00:00+08:00  \n",
       "26 2022-05-11 00:00:00+08:00  \n",
       "27 2022-05-11 00:00:00+08:00  \n",
       "28 2022-05-11 00:00:00+08:00  \n",
       "29 2022-05-11 00:00:00+08:00  \n",
       "30 2022-05-11 00:00:00+08:00  \n",
       "31 2022-05-11 00:00:00+08:00  \n",
       "32 2022-05-11 00:00:00+08:00  \n",
       "33 2022-05-11 00:00:00+08:00  \n",
       "34 2022-05-11 00:00:00+08:00  \n",
       "35 2022-05-11 00:00:00+08:00  \n",
       "36 2022-05-11 00:00:00+08:00  \n",
       "37 2022-05-11 00:00:00+08:00  \n",
       "38 2022-05-11 00:00:00+08:00  \n",
       "39 2022-05-11 00:00:00+08:00  \n",
       "40 2022-05-11 00:00:00+08:00  \n",
       "41 2022-05-11 00:00:00+08:00  \n",
       "42 2022-05-11 00:00:00+08:00  \n",
       "43 2022-05-11 00:00:00+08:00  \n",
       "44 2022-05-11 00:00:00+08:00  \n",
       "45 2022-05-11 00:00:00+08:00  \n",
       "46 2022-05-11 00:00:00+08:00  \n",
       "47 2022-05-11 00:00:00+08:00  \n",
       "48 2022-05-11 00:00:00+08:00  \n",
       "49 2022-05-11 00:00:00+08:00  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "history_data = history(symbol=\",\".join(symbols.symbol.tolist()), frequency='1d', start_time='2022-5-11',  end_time='2022-5-11', fields='symbol,open, close, low, high, eob', adjust=ADJUST_PREV, df= True)\n",
    "history_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "cea57b7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "Empty DataFrame\n",
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   "source": [
    "history_n_data = history_n(symbol=\"SHSE.603659,SHSE.603218\", frequency='1d', count=1, end_time='2022-5-11 15:30:00', fields='symbol, open, close, low, high, eob', adjust=ADJUST_PREV, df=True)\n",
    "history_n_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "7264e536",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>weight</th>\n",
       "      <th>sec_name</th>\n",
       "      <th>listed_date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>low</th>\n",
       "      <th>high</th>\n",
       "      <th>eob</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SHSE.603659</td>\n",
       "      <td>1.99</td>\n",
       "      <td>璞泰来</td>\n",
       "      <td>2017-11-03 00:00:00+08:00</td>\n",
       "      <td>125.8700</td>\n",
       "      <td>131.7300</td>\n",
       "      <td>123.9000</td>\n",
       "      <td>135.8100</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SHSE.603218</td>\n",
       "      <td>0.38</td>\n",
       "      <td>日月股份</td>\n",
       "      <td>2016-12-28 00:00:00+08:00</td>\n",
       "      <td>17.3000</td>\n",
       "      <td>17.2800</td>\n",
       "      <td>17.0100</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SZSE.300724</td>\n",
       "      <td>0.60</td>\n",
       "      <td>捷佳伟创</td>\n",
       "      <td>2018-08-10 00:00:00+08:00</td>\n",
       "      <td>62.2600</td>\n",
       "      <td>64.1000</td>\n",
       "      <td>62.2500</td>\n",
       "      <td>66.5200</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SHSE.600163</td>\n",
       "      <td>0.27</td>\n",
       "      <td>中闽能源</td>\n",
       "      <td>1998-06-02 00:00:00+08:00</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>7.6800</td>\n",
       "      <td>7.6200</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SHSE.603185</td>\n",
       "      <td>0.65</td>\n",
       "      <td>上机数控</td>\n",
       "      <td>2018-12-28 00:00:00+08:00</td>\n",
       "      <td>122.9900</td>\n",
       "      <td>126.8000</td>\n",
       "      <td>121.2200</td>\n",
       "      <td>130.3100</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SZSE.300750</td>\n",
       "      <td>13.44</td>\n",
       "      <td>宁德时代</td>\n",
       "      <td>2018-06-11 00:00:00+08:00</td>\n",
       "      <td>379.9700</td>\n",
       "      <td>409.7500</td>\n",
       "      <td>379.5000</td>\n",
       "      <td>418.7800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SZSE.300751</td>\n",
       "      <td>1.34</td>\n",
       "      <td>迈为股份</td>\n",
       "      <td>2018-11-09 00:00:00+08:00</td>\n",
       "      <td>338.7600</td>\n",
       "      <td>338.6500</td>\n",
       "      <td>335.7200</td>\n",
       "      <td>349.9900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SHSE.603806</td>\n",
       "      <td>1.70</td>\n",
       "      <td>福斯特</td>\n",
       "      <td>2014-09-05 00:00:00+08:00</td>\n",
       "      <td>99.1100</td>\n",
       "      <td>106.4300</td>\n",
       "      <td>99.1100</td>\n",
       "      <td>107.9500</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SZSE.300763</td>\n",
       "      <td>0.92</td>\n",
       "      <td>锦浪科技</td>\n",
       "      <td>2019-03-19 00:00:00+08:00</td>\n",
       "      <td>203.1600</td>\n",
       "      <td>208.5000</td>\n",
       "      <td>198.0000</td>\n",
       "      <td>212.5000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SZSE.300772</td>\n",
       "      <td>0.23</td>\n",
       "      <td>运达股份</td>\n",
       "      <td>2019-04-26 00:00:00+08:00</td>\n",
       "      <td>15.9200</td>\n",
       "      <td>16.7800</td>\n",
       "      <td>15.8000</td>\n",
       "      <td>17.3200</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>SZSE.300316</td>\n",
       "      <td>1.57</td>\n",
       "      <td>晶盛机电</td>\n",
       "      <td>2012-05-11 00:00:00+08:00</td>\n",
       "      <td>50.8000</td>\n",
       "      <td>52.4000</td>\n",
       "      <td>50.4000</td>\n",
       "      <td>53.2600</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>SZSE.300776</td>\n",
       "      <td>0.51</td>\n",
       "      <td>帝尔激光</td>\n",
       "      <td>2019-05-17 00:00:00+08:00</td>\n",
       "      <td>208.0000</td>\n",
       "      <td>231.5000</td>\n",
       "      <td>206.0000</td>\n",
       "      <td>239.2000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SZSE.300274</td>\n",
       "      <td>3.17</td>\n",
       "      <td>阳光电源</td>\n",
       "      <td>2011-11-02 00:00:00+08:00</td>\n",
       "      <td>67.7000</td>\n",
       "      <td>71.9000</td>\n",
       "      <td>67.3700</td>\n",
       "      <td>74.4700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SZSE.002460</td>\n",
       "      <td>4.29</td>\n",
       "      <td>赣锋锂业</td>\n",
       "      <td>2010-08-10 00:00:00+08:00</td>\n",
       "      <td>106.0000</td>\n",
       "      <td>110.7900</td>\n",
       "      <td>105.2500</td>\n",
       "      <td>115.2900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SHSE.603799</td>\n",
       "      <td>3.88</td>\n",
       "      <td>华友钴业</td>\n",
       "      <td>2015-01-29 00:00:00+08:00</td>\n",
       "      <td>81.0000</td>\n",
       "      <td>87.0100</td>\n",
       "      <td>79.6100</td>\n",
       "      <td>88.4300</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SZSE.002459</td>\n",
       "      <td>2.51</td>\n",
       "      <td>晶澳科技</td>\n",
       "      <td>2010-08-10 00:00:00+08:00</td>\n",
       "      <td>84.5000</td>\n",
       "      <td>85.9000</td>\n",
       "      <td>84.5000</td>\n",
       "      <td>90.3600</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SZSE.300850</td>\n",
       "      <td>0.57</td>\n",
       "      <td>新强联</td>\n",
       "      <td>2020-07-13 00:00:00+08:00</td>\n",
       "      <td>130.7900</td>\n",
       "      <td>131.8300</td>\n",
       "      <td>129.0000</td>\n",
       "      <td>146.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>SZSE.002531</td>\n",
       "      <td>0.44</td>\n",
       "      <td>天顺风能</td>\n",
       "      <td>2010-12-31 00:00:00+08:00</td>\n",
       "      <td>10.3000</td>\n",
       "      <td>10.9000</td>\n",
       "      <td>10.3000</td>\n",
       "      <td>11.2400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SHSE.600905</td>\n",
       "      <td>2.40</td>\n",
       "      <td>三峡能源</td>\n",
       "      <td>2021-06-10 00:00:00+08:00</td>\n",
       "      <td>5.8800</td>\n",
       "      <td>5.9500</td>\n",
       "      <td>5.8600</td>\n",
       "      <td>6.0700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SHSE.688390</td>\n",
       "      <td>0.36</td>\n",
       "      <td>固德威电源</td>\n",
       "      <td>2020-09-04 00:00:00+08:00</td>\n",
       "      <td>212.8500</td>\n",
       "      <td>223.0000</td>\n",
       "      <td>209.8800</td>\n",
       "      <td>242.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>SHSE.601865</td>\n",
       "      <td>1.00</td>\n",
       "      <td>福莱特</td>\n",
       "      <td>2019-02-15 00:00:00+08:00</td>\n",
       "      <td>43.6800</td>\n",
       "      <td>45.2000</td>\n",
       "      <td>42.7300</td>\n",
       "      <td>45.9800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>SZSE.002487</td>\n",
       "      <td>0.34</td>\n",
       "      <td>大金重工</td>\n",
       "      <td>2010-10-15 00:00:00+08:00</td>\n",
       "      <td>25.1400</td>\n",
       "      <td>25.5600</td>\n",
       "      <td>24.4100</td>\n",
       "      <td>25.5600</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SZSE.300919</td>\n",
       "      <td>0.20</td>\n",
       "      <td>中伟股份</td>\n",
       "      <td>2020-12-23 00:00:00+08:00</td>\n",
       "      <td>83.6000</td>\n",
       "      <td>90.5000</td>\n",
       "      <td>83.6000</td>\n",
       "      <td>93.5000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SHSE.601877</td>\n",
       "      <td>1.69</td>\n",
       "      <td>正泰电器</td>\n",
       "      <td>2010-01-21 00:00:00+08:00</td>\n",
       "      <td>33.8000</td>\n",
       "      <td>35.2400</td>\n",
       "      <td>33.7000</td>\n",
       "      <td>36.2700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SHSE.600876</td>\n",
       "      <td>0.10</td>\n",
       "      <td>洛阳玻璃</td>\n",
       "      <td>1995-10-31 00:00:00+08:00</td>\n",
       "      <td>17.7600</td>\n",
       "      <td>18.3600</td>\n",
       "      <td>17.7600</td>\n",
       "      <td>18.9700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SHSE.600884</td>\n",
       "      <td>1.14</td>\n",
       "      <td>杉杉股份</td>\n",
       "      <td>1996-01-30 00:00:00+08:00</td>\n",
       "      <td>21.5100</td>\n",
       "      <td>22.4400</td>\n",
       "      <td>21.4800</td>\n",
       "      <td>23.2500</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SZSE.002056</td>\n",
       "      <td>0.60</td>\n",
       "      <td>横店东磁</td>\n",
       "      <td>2006-08-02 00:00:00+08:00</td>\n",
       "      <td>17.3400</td>\n",
       "      <td>17.1800</td>\n",
       "      <td>17.1700</td>\n",
       "      <td>17.8700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>SHSE.688005</td>\n",
       "      <td>1.21</td>\n",
       "      <td>容百科技</td>\n",
       "      <td>2019-07-22 00:00:00+08:00</td>\n",
       "      <td>88.9900</td>\n",
       "      <td>93.0000</td>\n",
       "      <td>87.7900</td>\n",
       "      <td>96.3100</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>SZSE.300443</td>\n",
       "      <td>0.18</td>\n",
       "      <td>金雷股份</td>\n",
       "      <td>2015-04-22 00:00:00+08:00</td>\n",
       "      <td>25.7200</td>\n",
       "      <td>26.8700</td>\n",
       "      <td>25.0800</td>\n",
       "      <td>28.5000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>SHSE.688516</td>\n",
       "      <td>0.40</td>\n",
       "      <td>奥特维科技</td>\n",
       "      <td>2020-05-21 00:00:00+08:00</td>\n",
       "      <td>225.1400</td>\n",
       "      <td>236.4300</td>\n",
       "      <td>225.1400</td>\n",
       "      <td>245.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>SZSE.300450</td>\n",
       "      <td>2.34</td>\n",
       "      <td>先导智能</td>\n",
       "      <td>2015-05-18 00:00:00+08:00</td>\n",
       "      <td>44.0600</td>\n",
       "      <td>46.9600</td>\n",
       "      <td>43.6700</td>\n",
       "      <td>48.3900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>SHSE.600438</td>\n",
       "      <td>5.35</td>\n",
       "      <td>通威股份</td>\n",
       "      <td>2004-03-02 00:00:00+08:00</td>\n",
       "      <td>40.1800</td>\n",
       "      <td>40.6800</td>\n",
       "      <td>39.4700</td>\n",
       "      <td>41.4800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>SZSE.002080</td>\n",
       "      <td>0.66</td>\n",
       "      <td>中材科技</td>\n",
       "      <td>2006-11-20 00:00:00+08:00</td>\n",
       "      <td>20.8200</td>\n",
       "      <td>21.3500</td>\n",
       "      <td>20.7000</td>\n",
       "      <td>21.8400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>SZSE.002129</td>\n",
       "      <td>4.25</td>\n",
       "      <td>中环股份</td>\n",
       "      <td>2007-04-20 00:00:00+08:00</td>\n",
       "      <td>40.1800</td>\n",
       "      <td>40.8500</td>\n",
       "      <td>39.9900</td>\n",
       "      <td>41.8400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>SHSE.601012</td>\n",
       "      <td>14.18</td>\n",
       "      <td>隆基股份</td>\n",
       "      <td>2012-04-11 00:00:00+08:00</td>\n",
       "      <td>68.9000</td>\n",
       "      <td>71.4000</td>\n",
       "      <td>68.8700</td>\n",
       "      <td>73.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>SZSE.300014</td>\n",
       "      <td>3.60</td>\n",
       "      <td>亿纬锂能</td>\n",
       "      <td>2009-10-30 00:00:00+08:00</td>\n",
       "      <td>69.6200</td>\n",
       "      <td>72.7200</td>\n",
       "      <td>69.6100</td>\n",
       "      <td>75.9900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>SHSE.603985</td>\n",
       "      <td>0.16</td>\n",
       "      <td>恒润股份</td>\n",
       "      <td>2017-05-05 00:00:00+08:00</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>22.4600</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>22.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>SHSE.603026</td>\n",
       "      <td>0.75</td>\n",
       "      <td>石大胜华</td>\n",
       "      <td>2015-05-29 00:00:00+08:00</td>\n",
       "      <td>100.9400</td>\n",
       "      <td>103.5000</td>\n",
       "      <td>99.9000</td>\n",
       "      <td>107.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>SZSE.002202</td>\n",
       "      <td>1.50</td>\n",
       "      <td>金风科技</td>\n",
       "      <td>2007-12-26 00:00:00+08:00</td>\n",
       "      <td>11.4600</td>\n",
       "      <td>11.6100</td>\n",
       "      <td>11.4600</td>\n",
       "      <td>11.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>SHSE.601985</td>\n",
       "      <td>3.24</td>\n",
       "      <td>中国核电</td>\n",
       "      <td>2015-06-10 00:00:00+08:00</td>\n",
       "      <td>7.0100</td>\n",
       "      <td>7.0200</td>\n",
       "      <td>6.9500</td>\n",
       "      <td>7.0700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>SZSE.002709</td>\n",
       "      <td>2.07</td>\n",
       "      <td>天赐材料</td>\n",
       "      <td>2014-01-23 00:00:00+08:00</td>\n",
       "      <td>74.8000</td>\n",
       "      <td>79.2500</td>\n",
       "      <td>74.2000</td>\n",
       "      <td>81.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>SZSE.300037</td>\n",
       "      <td>0.93</td>\n",
       "      <td>新宙邦</td>\n",
       "      <td>2010-01-08 00:00:00+08:00</td>\n",
       "      <td>39.0795</td>\n",
       "      <td>40.4556</td>\n",
       "      <td>38.2264</td>\n",
       "      <td>41.8316</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>SHSE.600549</td>\n",
       "      <td>0.65</td>\n",
       "      <td>厦门钨业</td>\n",
       "      <td>2002-11-07 00:00:00+08:00</td>\n",
       "      <td>16.0400</td>\n",
       "      <td>16.5700</td>\n",
       "      <td>15.9600</td>\n",
       "      <td>16.9300</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>SHSE.601615</td>\n",
       "      <td>1.58</td>\n",
       "      <td>明阳智能</td>\n",
       "      <td>2019-01-23 00:00:00+08:00</td>\n",
       "      <td>23.0300</td>\n",
       "      <td>22.9900</td>\n",
       "      <td>22.7600</td>\n",
       "      <td>23.5800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>SZSE.300618</td>\n",
       "      <td>0.53</td>\n",
       "      <td>寒锐钴业</td>\n",
       "      <td>2017-03-06 00:00:00+08:00</td>\n",
       "      <td>51.7900</td>\n",
       "      <td>53.0200</td>\n",
       "      <td>51.3100</td>\n",
       "      <td>54.8500</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>SZSE.300569</td>\n",
       "      <td>0.15</td>\n",
       "      <td>天能重工</td>\n",
       "      <td>2016-11-25 00:00:00+08:00</td>\n",
       "      <td>7.9800</td>\n",
       "      <td>8.6200</td>\n",
       "      <td>7.9100</td>\n",
       "      <td>8.8400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>SZSE.300073</td>\n",
       "      <td>1.14</td>\n",
       "      <td>当升科技</td>\n",
       "      <td>2010-04-27 00:00:00+08:00</td>\n",
       "      <td>67.4000</td>\n",
       "      <td>71.1000</td>\n",
       "      <td>67.2300</td>\n",
       "      <td>72.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>SHSE.688599</td>\n",
       "      <td>2.02</td>\n",
       "      <td>天合光能</td>\n",
       "      <td>2020-06-10 00:00:00+08:00</td>\n",
       "      <td>54.5900</td>\n",
       "      <td>55.8900</td>\n",
       "      <td>54.5900</td>\n",
       "      <td>58.2000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>SZSE.002812</td>\n",
       "      <td>5.24</td>\n",
       "      <td>恩捷股份</td>\n",
       "      <td>2016-09-14 00:00:00+08:00</td>\n",
       "      <td>202.5000</td>\n",
       "      <td>216.0600</td>\n",
       "      <td>196.6000</td>\n",
       "      <td>219.8000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>SZSE.003816</td>\n",
       "      <td>1.61</td>\n",
       "      <td>中国广核</td>\n",
       "      <td>2019-08-26 00:00:00+08:00</td>\n",
       "      <td>2.8300</td>\n",
       "      <td>2.7900</td>\n",
       "      <td>2.7900</td>\n",
       "      <td>2.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         symbol  weight sec_name               listed_date      open  \\\n",
       "0   SHSE.603659    1.99      璞泰来 2017-11-03 00:00:00+08:00  125.8700   \n",
       "1   SHSE.603218    0.38     日月股份 2016-12-28 00:00:00+08:00   17.3000   \n",
       "2   SZSE.300724    0.60     捷佳伟创 2018-08-10 00:00:00+08:00   62.2600   \n",
       "3   SHSE.600163    0.27     中闽能源 1998-06-02 00:00:00+08:00    7.7500   \n",
       "4   SHSE.603185    0.65     上机数控 2018-12-28 00:00:00+08:00  122.9900   \n",
       "5   SZSE.300750   13.44     宁德时代 2018-06-11 00:00:00+08:00  379.9700   \n",
       "6   SZSE.300751    1.34     迈为股份 2018-11-09 00:00:00+08:00  338.7600   \n",
       "7   SHSE.603806    1.70      福斯特 2014-09-05 00:00:00+08:00   99.1100   \n",
       "8   SZSE.300763    0.92     锦浪科技 2019-03-19 00:00:00+08:00  203.1600   \n",
       "9   SZSE.300772    0.23     运达股份 2019-04-26 00:00:00+08:00   15.9200   \n",
       "10  SZSE.300316    1.57     晶盛机电 2012-05-11 00:00:00+08:00   50.8000   \n",
       "11  SZSE.300776    0.51     帝尔激光 2019-05-17 00:00:00+08:00  208.0000   \n",
       "12  SZSE.300274    3.17     阳光电源 2011-11-02 00:00:00+08:00   67.7000   \n",
       "13  SZSE.002460    4.29     赣锋锂业 2010-08-10 00:00:00+08:00  106.0000   \n",
       "14  SHSE.603799    3.88     华友钴业 2015-01-29 00:00:00+08:00   81.0000   \n",
       "15  SZSE.002459    2.51     晶澳科技 2010-08-10 00:00:00+08:00   84.5000   \n",
       "16  SZSE.300850    0.57      新强联 2020-07-13 00:00:00+08:00  130.7900   \n",
       "17  SZSE.002531    0.44     天顺风能 2010-12-31 00:00:00+08:00   10.3000   \n",
       "18  SHSE.600905    2.40     三峡能源 2021-06-10 00:00:00+08:00    5.8800   \n",
       "19  SHSE.688390    0.36    固德威电源 2020-09-04 00:00:00+08:00  212.8500   \n",
       "20  SHSE.601865    1.00      福莱特 2019-02-15 00:00:00+08:00   43.6800   \n",
       "21  SZSE.002487    0.34     大金重工 2010-10-15 00:00:00+08:00   25.1400   \n",
       "22  SZSE.300919    0.20     中伟股份 2020-12-23 00:00:00+08:00   83.6000   \n",
       "23  SHSE.601877    1.69     正泰电器 2010-01-21 00:00:00+08:00   33.8000   \n",
       "24  SHSE.600876    0.10     洛阳玻璃 1995-10-31 00:00:00+08:00   17.7600   \n",
       "25  SHSE.600884    1.14     杉杉股份 1996-01-30 00:00:00+08:00   21.5100   \n",
       "26  SZSE.002056    0.60     横店东磁 2006-08-02 00:00:00+08:00   17.3400   \n",
       "27  SHSE.688005    1.21     容百科技 2019-07-22 00:00:00+08:00   88.9900   \n",
       "28  SZSE.300443    0.18     金雷股份 2015-04-22 00:00:00+08:00   25.7200   \n",
       "29  SHSE.688516    0.40    奥特维科技 2020-05-21 00:00:00+08:00  225.1400   \n",
       "30  SZSE.300450    2.34     先导智能 2015-05-18 00:00:00+08:00   44.0600   \n",
       "31  SHSE.600438    5.35     通威股份 2004-03-02 00:00:00+08:00   40.1800   \n",
       "32  SZSE.002080    0.66     中材科技 2006-11-20 00:00:00+08:00   20.8200   \n",
       "33  SZSE.002129    4.25     中环股份 2007-04-20 00:00:00+08:00   40.1800   \n",
       "34  SHSE.601012   14.18     隆基股份 2012-04-11 00:00:00+08:00   68.9000   \n",
       "35  SZSE.300014    3.60     亿纬锂能 2009-10-30 00:00:00+08:00   69.6200   \n",
       "36  SHSE.603985    0.16     恒润股份 2017-05-05 00:00:00+08:00   21.0000   \n",
       "37  SHSE.603026    0.75     石大胜华 2015-05-29 00:00:00+08:00  100.9400   \n",
       "38  SZSE.002202    1.50     金风科技 2007-12-26 00:00:00+08:00   11.4600   \n",
       "39  SHSE.601985    3.24     中国核电 2015-06-10 00:00:00+08:00    7.0100   \n",
       "40  SZSE.002709    2.07     天赐材料 2014-01-23 00:00:00+08:00   74.8000   \n",
       "41  SZSE.300037    0.93      新宙邦 2010-01-08 00:00:00+08:00   39.0795   \n",
       "42  SHSE.600549    0.65     厦门钨业 2002-11-07 00:00:00+08:00   16.0400   \n",
       "43  SHSE.601615    1.58     明阳智能 2019-01-23 00:00:00+08:00   23.0300   \n",
       "44  SZSE.300618    0.53     寒锐钴业 2017-03-06 00:00:00+08:00   51.7900   \n",
       "45  SZSE.300569    0.15     天能重工 2016-11-25 00:00:00+08:00    7.9800   \n",
       "46  SZSE.300073    1.14     当升科技 2010-04-27 00:00:00+08:00   67.4000   \n",
       "47  SHSE.688599    2.02     天合光能 2020-06-10 00:00:00+08:00   54.5900   \n",
       "48  SZSE.002812    5.24     恩捷股份 2016-09-14 00:00:00+08:00  202.5000   \n",
       "49  SZSE.003816    1.61     中国广核 2019-08-26 00:00:00+08:00    2.8300   \n",
       "\n",
       "       close       low      high                       eob  \n",
       "0   131.7300  123.9000  135.8100 2022-05-11 00:00:00+08:00  \n",
       "1    17.2800   17.0100   18.0000 2022-05-11 00:00:00+08:00  \n",
       "2    64.1000   62.2500   66.5200 2022-05-11 00:00:00+08:00  \n",
       "3     7.6800    7.6200    7.9000 2022-05-11 00:00:00+08:00  \n",
       "4   126.8000  121.2200  130.3100 2022-05-11 00:00:00+08:00  \n",
       "5   409.7500  379.5000  418.7800 2022-05-11 00:00:00+08:00  \n",
       "6   338.6500  335.7200  349.9900 2022-05-11 00:00:00+08:00  \n",
       "7   106.4300   99.1100  107.9500 2022-05-11 00:00:00+08:00  \n",
       "8   208.5000  198.0000  212.5000 2022-05-11 00:00:00+08:00  \n",
       "9    16.7800   15.8000   17.3200 2022-05-11 00:00:00+08:00  \n",
       "10   52.4000   50.4000   53.2600 2022-05-11 00:00:00+08:00  \n",
       "11  231.5000  206.0000  239.2000 2022-05-11 00:00:00+08:00  \n",
       "12   71.9000   67.3700   74.4700 2022-05-11 00:00:00+08:00  \n",
       "13  110.7900  105.2500  115.2900 2022-05-11 00:00:00+08:00  \n",
       "14   87.0100   79.6100   88.4300 2022-05-11 00:00:00+08:00  \n",
       "15   85.9000   84.5000   90.3600 2022-05-11 00:00:00+08:00  \n",
       "16  131.8300  129.0000  146.8800 2022-05-11 00:00:00+08:00  \n",
       "17   10.9000   10.3000   11.2400 2022-05-11 00:00:00+08:00  \n",
       "18    5.9500    5.8600    6.0700 2022-05-11 00:00:00+08:00  \n",
       "19  223.0000  209.8800  242.0000 2022-05-11 00:00:00+08:00  \n",
       "20   45.2000   42.7300   45.9800 2022-05-11 00:00:00+08:00  \n",
       "21   25.5600   24.4100   25.5600 2022-05-11 00:00:00+08:00  \n",
       "22   90.5000   83.6000   93.5000 2022-05-11 00:00:00+08:00  \n",
       "23   35.2400   33.7000   36.2700 2022-05-11 00:00:00+08:00  \n",
       "24   18.3600   17.7600   18.9700 2022-05-11 00:00:00+08:00  \n",
       "25   22.4400   21.4800   23.2500 2022-05-11 00:00:00+08:00  \n",
       "26   17.1800   17.1700   17.8700 2022-05-11 00:00:00+08:00  \n",
       "27   93.0000   87.7900   96.3100 2022-05-11 00:00:00+08:00  \n",
       "28   26.8700   25.0800   28.5000 2022-05-11 00:00:00+08:00  \n",
       "29  236.4300  225.1400  245.0000 2022-05-11 00:00:00+08:00  \n",
       "30   46.9600   43.6700   48.3900 2022-05-11 00:00:00+08:00  \n",
       "31   40.6800   39.4700   41.4800 2022-05-11 00:00:00+08:00  \n",
       "32   21.3500   20.7000   21.8400 2022-05-11 00:00:00+08:00  \n",
       "33   40.8500   39.9900   41.8400 2022-05-11 00:00:00+08:00  \n",
       "34   71.4000   68.8700   73.0000 2022-05-11 00:00:00+08:00  \n",
       "35   72.7200   69.6100   75.9900 2022-05-11 00:00:00+08:00  \n",
       "36   22.4600   21.0000   22.9000 2022-05-11 00:00:00+08:00  \n",
       "37  103.5000   99.9000  107.9000 2022-05-11 00:00:00+08:00  \n",
       "38   11.6100   11.4600   11.8800 2022-05-11 00:00:00+08:00  \n",
       "39    7.0200    6.9500    7.0700 2022-05-11 00:00:00+08:00  \n",
       "40   79.2500   74.2000   81.9000 2022-05-11 00:00:00+08:00  \n",
       "41   40.4556   38.2264   41.8316 2022-05-11 00:00:00+08:00  \n",
       "42   16.5700   15.9600   16.9300 2022-05-11 00:00:00+08:00  \n",
       "43   22.9900   22.7600   23.5800 2022-05-11 00:00:00+08:00  \n",
       "44   53.0200   51.3100   54.8500 2022-05-11 00:00:00+08:00  \n",
       "45    8.6200    7.9100    8.8400 2022-05-11 00:00:00+08:00  \n",
       "46   71.1000   67.2300   72.8800 2022-05-11 00:00:00+08:00  \n",
       "47   55.8900   54.5900   58.2000 2022-05-11 00:00:00+08:00  \n",
       "48  216.0600  196.6000  219.8000 2022-05-11 00:00:00+08:00  \n",
       "49    2.7900    2.7900    2.8800 2022-05-11 00:00:00+08:00  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pd.concat([symbols,s1],axis=1)\n",
    "symbols_xny=pd.merge(symbols,s1, on='symbol', how='inner')\n",
    "symbols_xny=pd.merge(symbols_xny,history_data, on='symbol', how='inner')\n",
    "symbols_xny"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "08ea4839",
   "metadata": {},
   "outputs": [],
   "source": [
    "#help(symbols_xny.sort_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "d9ba89b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>weight</th>\n",
       "      <th>sec_name</th>\n",
       "      <th>listed_date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>low</th>\n",
       "      <th>high</th>\n",
       "      <th>eob</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>SHSE.601012</td>\n",
       "      <td>14.18</td>\n",
       "      <td>隆基股份</td>\n",
       "      <td>2012-04-11 00:00:00+08:00</td>\n",
       "      <td>68.9000</td>\n",
       "      <td>71.4000</td>\n",
       "      <td>68.8700</td>\n",
       "      <td>73.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SZSE.300750</td>\n",
       "      <td>13.44</td>\n",
       "      <td>宁德时代</td>\n",
       "      <td>2018-06-11 00:00:00+08:00</td>\n",
       "      <td>379.9700</td>\n",
       "      <td>409.7500</td>\n",
       "      <td>379.5000</td>\n",
       "      <td>418.7800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>SHSE.600438</td>\n",
       "      <td>5.35</td>\n",
       "      <td>通威股份</td>\n",
       "      <td>2004-03-02 00:00:00+08:00</td>\n",
       "      <td>40.1800</td>\n",
       "      <td>40.6800</td>\n",
       "      <td>39.4700</td>\n",
       "      <td>41.4800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>SZSE.002812</td>\n",
       "      <td>5.24</td>\n",
       "      <td>恩捷股份</td>\n",
       "      <td>2016-09-14 00:00:00+08:00</td>\n",
       "      <td>202.5000</td>\n",
       "      <td>216.0600</td>\n",
       "      <td>196.6000</td>\n",
       "      <td>219.8000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SZSE.002460</td>\n",
       "      <td>4.29</td>\n",
       "      <td>赣锋锂业</td>\n",
       "      <td>2010-08-10 00:00:00+08:00</td>\n",
       "      <td>106.0000</td>\n",
       "      <td>110.7900</td>\n",
       "      <td>105.2500</td>\n",
       "      <td>115.2900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>SZSE.002129</td>\n",
       "      <td>4.25</td>\n",
       "      <td>中环股份</td>\n",
       "      <td>2007-04-20 00:00:00+08:00</td>\n",
       "      <td>40.1800</td>\n",
       "      <td>40.8500</td>\n",
       "      <td>39.9900</td>\n",
       "      <td>41.8400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SHSE.603799</td>\n",
       "      <td>3.88</td>\n",
       "      <td>华友钴业</td>\n",
       "      <td>2015-01-29 00:00:00+08:00</td>\n",
       "      <td>81.0000</td>\n",
       "      <td>87.0100</td>\n",
       "      <td>79.6100</td>\n",
       "      <td>88.4300</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>SZSE.300014</td>\n",
       "      <td>3.60</td>\n",
       "      <td>亿纬锂能</td>\n",
       "      <td>2009-10-30 00:00:00+08:00</td>\n",
       "      <td>69.6200</td>\n",
       "      <td>72.7200</td>\n",
       "      <td>69.6100</td>\n",
       "      <td>75.9900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>SHSE.601985</td>\n",
       "      <td>3.24</td>\n",
       "      <td>中国核电</td>\n",
       "      <td>2015-06-10 00:00:00+08:00</td>\n",
       "      <td>7.0100</td>\n",
       "      <td>7.0200</td>\n",
       "      <td>6.9500</td>\n",
       "      <td>7.0700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>SZSE.300274</td>\n",
       "      <td>3.17</td>\n",
       "      <td>阳光电源</td>\n",
       "      <td>2011-11-02 00:00:00+08:00</td>\n",
       "      <td>67.7000</td>\n",
       "      <td>71.9000</td>\n",
       "      <td>67.3700</td>\n",
       "      <td>74.4700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>SZSE.002459</td>\n",
       "      <td>2.51</td>\n",
       "      <td>晶澳科技</td>\n",
       "      <td>2010-08-10 00:00:00+08:00</td>\n",
       "      <td>84.5000</td>\n",
       "      <td>85.9000</td>\n",
       "      <td>84.5000</td>\n",
       "      <td>90.3600</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SHSE.600905</td>\n",
       "      <td>2.40</td>\n",
       "      <td>三峡能源</td>\n",
       "      <td>2021-06-10 00:00:00+08:00</td>\n",
       "      <td>5.8800</td>\n",
       "      <td>5.9500</td>\n",
       "      <td>5.8600</td>\n",
       "      <td>6.0700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>SZSE.300450</td>\n",
       "      <td>2.34</td>\n",
       "      <td>先导智能</td>\n",
       "      <td>2015-05-18 00:00:00+08:00</td>\n",
       "      <td>44.0600</td>\n",
       "      <td>46.9600</td>\n",
       "      <td>43.6700</td>\n",
       "      <td>48.3900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>SZSE.002709</td>\n",
       "      <td>2.07</td>\n",
       "      <td>天赐材料</td>\n",
       "      <td>2014-01-23 00:00:00+08:00</td>\n",
       "      <td>74.8000</td>\n",
       "      <td>79.2500</td>\n",
       "      <td>74.2000</td>\n",
       "      <td>81.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>SHSE.688599</td>\n",
       "      <td>2.02</td>\n",
       "      <td>天合光能</td>\n",
       "      <td>2020-06-10 00:00:00+08:00</td>\n",
       "      <td>54.5900</td>\n",
       "      <td>55.8900</td>\n",
       "      <td>54.5900</td>\n",
       "      <td>58.2000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SHSE.603659</td>\n",
       "      <td>1.99</td>\n",
       "      <td>璞泰来</td>\n",
       "      <td>2017-11-03 00:00:00+08:00</td>\n",
       "      <td>125.8700</td>\n",
       "      <td>131.7300</td>\n",
       "      <td>123.9000</td>\n",
       "      <td>135.8100</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SHSE.603806</td>\n",
       "      <td>1.70</td>\n",
       "      <td>福斯特</td>\n",
       "      <td>2014-09-05 00:00:00+08:00</td>\n",
       "      <td>99.1100</td>\n",
       "      <td>106.4300</td>\n",
       "      <td>99.1100</td>\n",
       "      <td>107.9500</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SHSE.601877</td>\n",
       "      <td>1.69</td>\n",
       "      <td>正泰电器</td>\n",
       "      <td>2010-01-21 00:00:00+08:00</td>\n",
       "      <td>33.8000</td>\n",
       "      <td>35.2400</td>\n",
       "      <td>33.7000</td>\n",
       "      <td>36.2700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>SZSE.003816</td>\n",
       "      <td>1.61</td>\n",
       "      <td>中国广核</td>\n",
       "      <td>2019-08-26 00:00:00+08:00</td>\n",
       "      <td>2.8300</td>\n",
       "      <td>2.7900</td>\n",
       "      <td>2.7900</td>\n",
       "      <td>2.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>SHSE.601615</td>\n",
       "      <td>1.58</td>\n",
       "      <td>明阳智能</td>\n",
       "      <td>2019-01-23 00:00:00+08:00</td>\n",
       "      <td>23.0300</td>\n",
       "      <td>22.9900</td>\n",
       "      <td>22.7600</td>\n",
       "      <td>23.5800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>SZSE.300316</td>\n",
       "      <td>1.57</td>\n",
       "      <td>晶盛机电</td>\n",
       "      <td>2012-05-11 00:00:00+08:00</td>\n",
       "      <td>50.8000</td>\n",
       "      <td>52.4000</td>\n",
       "      <td>50.4000</td>\n",
       "      <td>53.2600</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>SZSE.002202</td>\n",
       "      <td>1.50</td>\n",
       "      <td>金风科技</td>\n",
       "      <td>2007-12-26 00:00:00+08:00</td>\n",
       "      <td>11.4600</td>\n",
       "      <td>11.6100</td>\n",
       "      <td>11.4600</td>\n",
       "      <td>11.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>SZSE.300751</td>\n",
       "      <td>1.34</td>\n",
       "      <td>迈为股份</td>\n",
       "      <td>2018-11-09 00:00:00+08:00</td>\n",
       "      <td>338.7600</td>\n",
       "      <td>338.6500</td>\n",
       "      <td>335.7200</td>\n",
       "      <td>349.9900</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>SHSE.688005</td>\n",
       "      <td>1.21</td>\n",
       "      <td>容百科技</td>\n",
       "      <td>2019-07-22 00:00:00+08:00</td>\n",
       "      <td>88.9900</td>\n",
       "      <td>93.0000</td>\n",
       "      <td>87.7900</td>\n",
       "      <td>96.3100</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SHSE.600884</td>\n",
       "      <td>1.14</td>\n",
       "      <td>杉杉股份</td>\n",
       "      <td>1996-01-30 00:00:00+08:00</td>\n",
       "      <td>21.5100</td>\n",
       "      <td>22.4400</td>\n",
       "      <td>21.4800</td>\n",
       "      <td>23.2500</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>SZSE.300073</td>\n",
       "      <td>1.14</td>\n",
       "      <td>当升科技</td>\n",
       "      <td>2010-04-27 00:00:00+08:00</td>\n",
       "      <td>67.4000</td>\n",
       "      <td>71.1000</td>\n",
       "      <td>67.2300</td>\n",
       "      <td>72.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>SHSE.601865</td>\n",
       "      <td>1.00</td>\n",
       "      <td>福莱特</td>\n",
       "      <td>2019-02-15 00:00:00+08:00</td>\n",
       "      <td>43.6800</td>\n",
       "      <td>45.2000</td>\n",
       "      <td>42.7300</td>\n",
       "      <td>45.9800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>SZSE.300037</td>\n",
       "      <td>0.93</td>\n",
       "      <td>新宙邦</td>\n",
       "      <td>2010-01-08 00:00:00+08:00</td>\n",
       "      <td>39.0795</td>\n",
       "      <td>40.4556</td>\n",
       "      <td>38.2264</td>\n",
       "      <td>41.8316</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>SZSE.300763</td>\n",
       "      <td>0.92</td>\n",
       "      <td>锦浪科技</td>\n",
       "      <td>2019-03-19 00:00:00+08:00</td>\n",
       "      <td>203.1600</td>\n",
       "      <td>208.5000</td>\n",
       "      <td>198.0000</td>\n",
       "      <td>212.5000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>SHSE.603026</td>\n",
       "      <td>0.75</td>\n",
       "      <td>石大胜华</td>\n",
       "      <td>2015-05-29 00:00:00+08:00</td>\n",
       "      <td>100.9400</td>\n",
       "      <td>103.5000</td>\n",
       "      <td>99.9000</td>\n",
       "      <td>107.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>SZSE.002080</td>\n",
       "      <td>0.66</td>\n",
       "      <td>中材科技</td>\n",
       "      <td>2006-11-20 00:00:00+08:00</td>\n",
       "      <td>20.8200</td>\n",
       "      <td>21.3500</td>\n",
       "      <td>20.7000</td>\n",
       "      <td>21.8400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>SHSE.600549</td>\n",
       "      <td>0.65</td>\n",
       "      <td>厦门钨业</td>\n",
       "      <td>2002-11-07 00:00:00+08:00</td>\n",
       "      <td>16.0400</td>\n",
       "      <td>16.5700</td>\n",
       "      <td>15.9600</td>\n",
       "      <td>16.9300</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SHSE.603185</td>\n",
       "      <td>0.65</td>\n",
       "      <td>上机数控</td>\n",
       "      <td>2018-12-28 00:00:00+08:00</td>\n",
       "      <td>122.9900</td>\n",
       "      <td>126.8000</td>\n",
       "      <td>121.2200</td>\n",
       "      <td>130.3100</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SZSE.002056</td>\n",
       "      <td>0.60</td>\n",
       "      <td>横店东磁</td>\n",
       "      <td>2006-08-02 00:00:00+08:00</td>\n",
       "      <td>17.3400</td>\n",
       "      <td>17.1800</td>\n",
       "      <td>17.1700</td>\n",
       "      <td>17.8700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SZSE.300724</td>\n",
       "      <td>0.60</td>\n",
       "      <td>捷佳伟创</td>\n",
       "      <td>2018-08-10 00:00:00+08:00</td>\n",
       "      <td>62.2600</td>\n",
       "      <td>64.1000</td>\n",
       "      <td>62.2500</td>\n",
       "      <td>66.5200</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SZSE.300850</td>\n",
       "      <td>0.57</td>\n",
       "      <td>新强联</td>\n",
       "      <td>2020-07-13 00:00:00+08:00</td>\n",
       "      <td>130.7900</td>\n",
       "      <td>131.8300</td>\n",
       "      <td>129.0000</td>\n",
       "      <td>146.8800</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>SZSE.300618</td>\n",
       "      <td>0.53</td>\n",
       "      <td>寒锐钴业</td>\n",
       "      <td>2017-03-06 00:00:00+08:00</td>\n",
       "      <td>51.7900</td>\n",
       "      <td>53.0200</td>\n",
       "      <td>51.3100</td>\n",
       "      <td>54.8500</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>SZSE.300776</td>\n",
       "      <td>0.51</td>\n",
       "      <td>帝尔激光</td>\n",
       "      <td>2019-05-17 00:00:00+08:00</td>\n",
       "      <td>208.0000</td>\n",
       "      <td>231.5000</td>\n",
       "      <td>206.0000</td>\n",
       "      <td>239.2000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>SZSE.002531</td>\n",
       "      <td>0.44</td>\n",
       "      <td>天顺风能</td>\n",
       "      <td>2010-12-31 00:00:00+08:00</td>\n",
       "      <td>10.3000</td>\n",
       "      <td>10.9000</td>\n",
       "      <td>10.3000</td>\n",
       "      <td>11.2400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>SHSE.688516</td>\n",
       "      <td>0.40</td>\n",
       "      <td>奥特维科技</td>\n",
       "      <td>2020-05-21 00:00:00+08:00</td>\n",
       "      <td>225.1400</td>\n",
       "      <td>236.4300</td>\n",
       "      <td>225.1400</td>\n",
       "      <td>245.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SHSE.603218</td>\n",
       "      <td>0.38</td>\n",
       "      <td>日月股份</td>\n",
       "      <td>2016-12-28 00:00:00+08:00</td>\n",
       "      <td>17.3000</td>\n",
       "      <td>17.2800</td>\n",
       "      <td>17.0100</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SHSE.688390</td>\n",
       "      <td>0.36</td>\n",
       "      <td>固德威电源</td>\n",
       "      <td>2020-09-04 00:00:00+08:00</td>\n",
       "      <td>212.8500</td>\n",
       "      <td>223.0000</td>\n",
       "      <td>209.8800</td>\n",
       "      <td>242.0000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>SZSE.002487</td>\n",
       "      <td>0.34</td>\n",
       "      <td>大金重工</td>\n",
       "      <td>2010-10-15 00:00:00+08:00</td>\n",
       "      <td>25.1400</td>\n",
       "      <td>25.5600</td>\n",
       "      <td>24.4100</td>\n",
       "      <td>25.5600</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SHSE.600163</td>\n",
       "      <td>0.27</td>\n",
       "      <td>中闽能源</td>\n",
       "      <td>1998-06-02 00:00:00+08:00</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>7.6800</td>\n",
       "      <td>7.6200</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>SZSE.300772</td>\n",
       "      <td>0.23</td>\n",
       "      <td>运达股份</td>\n",
       "      <td>2019-04-26 00:00:00+08:00</td>\n",
       "      <td>15.9200</td>\n",
       "      <td>16.7800</td>\n",
       "      <td>15.8000</td>\n",
       "      <td>17.3200</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SZSE.300919</td>\n",
       "      <td>0.20</td>\n",
       "      <td>中伟股份</td>\n",
       "      <td>2020-12-23 00:00:00+08:00</td>\n",
       "      <td>83.6000</td>\n",
       "      <td>90.5000</td>\n",
       "      <td>83.6000</td>\n",
       "      <td>93.5000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>SZSE.300443</td>\n",
       "      <td>0.18</td>\n",
       "      <td>金雷股份</td>\n",
       "      <td>2015-04-22 00:00:00+08:00</td>\n",
       "      <td>25.7200</td>\n",
       "      <td>26.8700</td>\n",
       "      <td>25.0800</td>\n",
       "      <td>28.5000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>SHSE.603985</td>\n",
       "      <td>0.16</td>\n",
       "      <td>恒润股份</td>\n",
       "      <td>2017-05-05 00:00:00+08:00</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>22.4600</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>22.9000</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>SZSE.300569</td>\n",
       "      <td>0.15</td>\n",
       "      <td>天能重工</td>\n",
       "      <td>2016-11-25 00:00:00+08:00</td>\n",
       "      <td>7.9800</td>\n",
       "      <td>8.6200</td>\n",
       "      <td>7.9100</td>\n",
       "      <td>8.8400</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SHSE.600876</td>\n",
       "      <td>0.10</td>\n",
       "      <td>洛阳玻璃</td>\n",
       "      <td>1995-10-31 00:00:00+08:00</td>\n",
       "      <td>17.7600</td>\n",
       "      <td>18.3600</td>\n",
       "      <td>17.7600</td>\n",
       "      <td>18.9700</td>\n",
       "      <td>2022-05-11 00:00:00+08:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         symbol  weight sec_name               listed_date      open  \\\n",
       "34  SHSE.601012   14.18     隆基股份 2012-04-11 00:00:00+08:00   68.9000   \n",
       "5   SZSE.300750   13.44     宁德时代 2018-06-11 00:00:00+08:00  379.9700   \n",
       "31  SHSE.600438    5.35     通威股份 2004-03-02 00:00:00+08:00   40.1800   \n",
       "48  SZSE.002812    5.24     恩捷股份 2016-09-14 00:00:00+08:00  202.5000   \n",
       "13  SZSE.002460    4.29     赣锋锂业 2010-08-10 00:00:00+08:00  106.0000   \n",
       "33  SZSE.002129    4.25     中环股份 2007-04-20 00:00:00+08:00   40.1800   \n",
       "14  SHSE.603799    3.88     华友钴业 2015-01-29 00:00:00+08:00   81.0000   \n",
       "35  SZSE.300014    3.60     亿纬锂能 2009-10-30 00:00:00+08:00   69.6200   \n",
       "39  SHSE.601985    3.24     中国核电 2015-06-10 00:00:00+08:00    7.0100   \n",
       "12  SZSE.300274    3.17     阳光电源 2011-11-02 00:00:00+08:00   67.7000   \n",
       "15  SZSE.002459    2.51     晶澳科技 2010-08-10 00:00:00+08:00   84.5000   \n",
       "18  SHSE.600905    2.40     三峡能源 2021-06-10 00:00:00+08:00    5.8800   \n",
       "30  SZSE.300450    2.34     先导智能 2015-05-18 00:00:00+08:00   44.0600   \n",
       "40  SZSE.002709    2.07     天赐材料 2014-01-23 00:00:00+08:00   74.8000   \n",
       "47  SHSE.688599    2.02     天合光能 2020-06-10 00:00:00+08:00   54.5900   \n",
       "0   SHSE.603659    1.99      璞泰来 2017-11-03 00:00:00+08:00  125.8700   \n",
       "7   SHSE.603806    1.70      福斯特 2014-09-05 00:00:00+08:00   99.1100   \n",
       "23  SHSE.601877    1.69     正泰电器 2010-01-21 00:00:00+08:00   33.8000   \n",
       "49  SZSE.003816    1.61     中国广核 2019-08-26 00:00:00+08:00    2.8300   \n",
       "43  SHSE.601615    1.58     明阳智能 2019-01-23 00:00:00+08:00   23.0300   \n",
       "10  SZSE.300316    1.57     晶盛机电 2012-05-11 00:00:00+08:00   50.8000   \n",
       "38  SZSE.002202    1.50     金风科技 2007-12-26 00:00:00+08:00   11.4600   \n",
       "6   SZSE.300751    1.34     迈为股份 2018-11-09 00:00:00+08:00  338.7600   \n",
       "27  SHSE.688005    1.21     容百科技 2019-07-22 00:00:00+08:00   88.9900   \n",
       "25  SHSE.600884    1.14     杉杉股份 1996-01-30 00:00:00+08:00   21.5100   \n",
       "46  SZSE.300073    1.14     当升科技 2010-04-27 00:00:00+08:00   67.4000   \n",
       "20  SHSE.601865    1.00      福莱特 2019-02-15 00:00:00+08:00   43.6800   \n",
       "41  SZSE.300037    0.93      新宙邦 2010-01-08 00:00:00+08:00   39.0795   \n",
       "8   SZSE.300763    0.92     锦浪科技 2019-03-19 00:00:00+08:00  203.1600   \n",
       "37  SHSE.603026    0.75     石大胜华 2015-05-29 00:00:00+08:00  100.9400   \n",
       "32  SZSE.002080    0.66     中材科技 2006-11-20 00:00:00+08:00   20.8200   \n",
       "42  SHSE.600549    0.65     厦门钨业 2002-11-07 00:00:00+08:00   16.0400   \n",
       "4   SHSE.603185    0.65     上机数控 2018-12-28 00:00:00+08:00  122.9900   \n",
       "26  SZSE.002056    0.60     横店东磁 2006-08-02 00:00:00+08:00   17.3400   \n",
       "2   SZSE.300724    0.60     捷佳伟创 2018-08-10 00:00:00+08:00   62.2600   \n",
       "16  SZSE.300850    0.57      新强联 2020-07-13 00:00:00+08:00  130.7900   \n",
       "44  SZSE.300618    0.53     寒锐钴业 2017-03-06 00:00:00+08:00   51.7900   \n",
       "11  SZSE.300776    0.51     帝尔激光 2019-05-17 00:00:00+08:00  208.0000   \n",
       "17  SZSE.002531    0.44     天顺风能 2010-12-31 00:00:00+08:00   10.3000   \n",
       "29  SHSE.688516    0.40    奥特维科技 2020-05-21 00:00:00+08:00  225.1400   \n",
       "1   SHSE.603218    0.38     日月股份 2016-12-28 00:00:00+08:00   17.3000   \n",
       "19  SHSE.688390    0.36    固德威电源 2020-09-04 00:00:00+08:00  212.8500   \n",
       "21  SZSE.002487    0.34     大金重工 2010-10-15 00:00:00+08:00   25.1400   \n",
       "3   SHSE.600163    0.27     中闽能源 1998-06-02 00:00:00+08:00    7.7500   \n",
       "9   SZSE.300772    0.23     运达股份 2019-04-26 00:00:00+08:00   15.9200   \n",
       "22  SZSE.300919    0.20     中伟股份 2020-12-23 00:00:00+08:00   83.6000   \n",
       "28  SZSE.300443    0.18     金雷股份 2015-04-22 00:00:00+08:00   25.7200   \n",
       "36  SHSE.603985    0.16     恒润股份 2017-05-05 00:00:00+08:00   21.0000   \n",
       "45  SZSE.300569    0.15     天能重工 2016-11-25 00:00:00+08:00    7.9800   \n",
       "24  SHSE.600876    0.10     洛阳玻璃 1995-10-31 00:00:00+08:00   17.7600   \n",
       "\n",
       "       close       low      high                       eob  \n",
       "34   71.4000   68.8700   73.0000 2022-05-11 00:00:00+08:00  \n",
       "5   409.7500  379.5000  418.7800 2022-05-11 00:00:00+08:00  \n",
       "31   40.6800   39.4700   41.4800 2022-05-11 00:00:00+08:00  \n",
       "48  216.0600  196.6000  219.8000 2022-05-11 00:00:00+08:00  \n",
       "13  110.7900  105.2500  115.2900 2022-05-11 00:00:00+08:00  \n",
       "33   40.8500   39.9900   41.8400 2022-05-11 00:00:00+08:00  \n",
       "14   87.0100   79.6100   88.4300 2022-05-11 00:00:00+08:00  \n",
       "35   72.7200   69.6100   75.9900 2022-05-11 00:00:00+08:00  \n",
       "39    7.0200    6.9500    7.0700 2022-05-11 00:00:00+08:00  \n",
       "12   71.9000   67.3700   74.4700 2022-05-11 00:00:00+08:00  \n",
       "15   85.9000   84.5000   90.3600 2022-05-11 00:00:00+08:00  \n",
       "18    5.9500    5.8600    6.0700 2022-05-11 00:00:00+08:00  \n",
       "30   46.9600   43.6700   48.3900 2022-05-11 00:00:00+08:00  \n",
       "40   79.2500   74.2000   81.9000 2022-05-11 00:00:00+08:00  \n",
       "47   55.8900   54.5900   58.2000 2022-05-11 00:00:00+08:00  \n",
       "0   131.7300  123.9000  135.8100 2022-05-11 00:00:00+08:00  \n",
       "7   106.4300   99.1100  107.9500 2022-05-11 00:00:00+08:00  \n",
       "23   35.2400   33.7000   36.2700 2022-05-11 00:00:00+08:00  \n",
       "49    2.7900    2.7900    2.8800 2022-05-11 00:00:00+08:00  \n",
       "43   22.9900   22.7600   23.5800 2022-05-11 00:00:00+08:00  \n",
       "10   52.4000   50.4000   53.2600 2022-05-11 00:00:00+08:00  \n",
       "38   11.6100   11.4600   11.8800 2022-05-11 00:00:00+08:00  \n",
       "6   338.6500  335.7200  349.9900 2022-05-11 00:00:00+08:00  \n",
       "27   93.0000   87.7900   96.3100 2022-05-11 00:00:00+08:00  \n",
       "25   22.4400   21.4800   23.2500 2022-05-11 00:00:00+08:00  \n",
       "46   71.1000   67.2300   72.8800 2022-05-11 00:00:00+08:00  \n",
       "20   45.2000   42.7300   45.9800 2022-05-11 00:00:00+08:00  \n",
       "41   40.4556   38.2264   41.8316 2022-05-11 00:00:00+08:00  \n",
       "8   208.5000  198.0000  212.5000 2022-05-11 00:00:00+08:00  \n",
       "37  103.5000   99.9000  107.9000 2022-05-11 00:00:00+08:00  \n",
       "32   21.3500   20.7000   21.8400 2022-05-11 00:00:00+08:00  \n",
       "42   16.5700   15.9600   16.9300 2022-05-11 00:00:00+08:00  \n",
       "4   126.8000  121.2200  130.3100 2022-05-11 00:00:00+08:00  \n",
       "26   17.1800   17.1700   17.8700 2022-05-11 00:00:00+08:00  \n",
       "2    64.1000   62.2500   66.5200 2022-05-11 00:00:00+08:00  \n",
       "16  131.8300  129.0000  146.8800 2022-05-11 00:00:00+08:00  \n",
       "44   53.0200   51.3100   54.8500 2022-05-11 00:00:00+08:00  \n",
       "11  231.5000  206.0000  239.2000 2022-05-11 00:00:00+08:00  \n",
       "17   10.9000   10.3000   11.2400 2022-05-11 00:00:00+08:00  \n",
       "29  236.4300  225.1400  245.0000 2022-05-11 00:00:00+08:00  \n",
       "1    17.2800   17.0100   18.0000 2022-05-11 00:00:00+08:00  \n",
       "19  223.0000  209.8800  242.0000 2022-05-11 00:00:00+08:00  \n",
       "21   25.5600   24.4100   25.5600 2022-05-11 00:00:00+08:00  \n",
       "3     7.6800    7.6200    7.9000 2022-05-11 00:00:00+08:00  \n",
       "9    16.7800   15.8000   17.3200 2022-05-11 00:00:00+08:00  \n",
       "22   90.5000   83.6000   93.5000 2022-05-11 00:00:00+08:00  \n",
       "28   26.8700   25.0800   28.5000 2022-05-11 00:00:00+08:00  \n",
       "36   22.4600   21.0000   22.9000 2022-05-11 00:00:00+08:00  \n",
       "45    8.6200    7.9100    8.8400 2022-05-11 00:00:00+08:00  \n",
       "24   18.3600   17.7600   18.9700 2022-05-11 00:00:00+08:00  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "symbols_xny.sort_values(by=\"weight\",ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a7d4e49",
   "metadata": {},
   "source": [
    "### classwork 2\n",
    "\n",
    "* 获得新能源指数股票的如下最近20期财务数据：\n",
    "\n",
    "income_statement\n",
    "\n",
    "BASICEPS\t基本每股收益\t元\n",
    "BIZCOST\t营业成本\t元\n",
    "BIZINCO\t营业收入\t元\n",
    "DEVEEXPE\t研发费用\t元\n",
    "NETPROFIT\t净利润\t元\n",
    "NONOEXPE\t营业外支出\t元\n",
    "NONOREVE\t营业外收入\t元\n",
    "PERPROFIT\t营业利润\t元\n",
    "SUBSIDYINCOME\t补贴收入\t元\n",
    "TOTPROFIT\t利润总额\t元\n",
    "ASSEIMPALOSS\t资产减值损失\t元\n",
    "FINEXPE\t财务费用\t元\n",
    "MANAEXPE\t管理费用\t元\n",
    "INTEEXPE\t利息支出\t元\n",
    "INTEINCO\t利息收入\t元\n",
    "\n",
    "* 比较如下企业的相关财务数据\n",
    "\n",
    "34\tSHSE.601012\t14.18\t隆基股份\t2012-04-11 00:00:00+08:00\t68.9000\t71.4000\t68.8700\t73.0000\t2022-05-11 00:00:00+08:00\n",
    "5\tSZSE.300750\t13.44\t宁德时代\t2018-06-11 00:00:00+08:00\t379.9700\t409.7500\t379.5000\t418.7800\t2022-05-11 00:00:00+08:00\n",
    "0\tSHSE.603659\t1.99\t璞泰来\t2017-11-03 00:00:00+08:00\t125.8700\t131.7300\t123.9000\t135.8100\t2022-05-11 00:00:00+08:00"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "9d20ea79",
   "metadata": {},
   "outputs": [],
   "source": [
    "cw_g_z=get_fundamentals_n(table='income_statement', symbols=symbols_xny.symbol.tolist(), end_date=\"2022-05-01\", count=20,\n",
    "                            fields='BASICEPS,BIZCOST,BIZINCO,DEVEEXPE,NETPROFIT,NONOEXPE,NONOREVE,PERPROFIT,SUBSIDYINCOME,TOTPROFIT,ASSEIMPALOSS,FINEXPE,MANAEXPE,INTEEXPE,INTEINCO',df=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "1f1d3448",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>symbol</th>\n",
       "      <th>pub_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>BASICEPS</th>\n",
       "      <th>BIZCOST</th>\n",
       "      <th>BIZINCO</th>\n",
       "      <th>DEVEEXPE</th>\n",
       "      <th>NETPROFIT</th>\n",
       "      <th>NONOEXPE</th>\n",
       "      <th>NONOREVE</th>\n",
       "      <th>PERPROFIT</th>\n",
       "      <th>SUBSIDYINCOME</th>\n",
       "      <th>TOTPROFIT</th>\n",
       "      <th>ASSEIMPALOSS</th>\n",
       "      <th>FINEXPE</th>\n",
       "      <th>MANAEXPE</th>\n",
       "      <th>INTEEXPE</th>\n",
       "      <th>INTEINCO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SHSE.603659</td>\n",
       "      <td>2022-04-12 00:00:00+08:00</td>\n",
       "      <td>2022-03-31 00:00:00+08:00</td>\n",
       "      <td>0.920</td>\n",
       "      <td>1.9180e+09</td>\n",
       "      <td>3.1306e+09</td>\n",
       "      <td>1.7314e+08</td>\n",
       "      <td>6.8795e+08</td>\n",
       "      <td>2.5616e+06</td>\n",
       "      <td>5.1233e+06</td>\n",
       "      <td>7.8995e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9251e+08</td>\n",
       "      <td>0.0000e+00</td>\n",
       "      <td>-3.7667e+06</td>\n",
       "      <td>1.3683e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SHSE.603659</td>\n",
       "      <td>2022-03-29 00:00:00+08:00</td>\n",
       "      <td>2021-12-31 00:00:00+08:00</td>\n",
       "      <td>2.530</td>\n",
       "      <td>5.7888e+09</td>\n",
       "      <td>8.9959e+09</td>\n",
       "      <td>5.4274e+08</td>\n",
       "      <td>1.7829e+09</td>\n",
       "      <td>9.5983e+06</td>\n",
       "      <td>2.6403e+06</td>\n",
       "      <td>2.0362e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0293e+09</td>\n",
       "      <td>0.0000e+00</td>\n",
       "      <td>-5.4851e+06</td>\n",
       "      <td>3.6672e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SHSE.603659</td>\n",
       "      <td>2021-10-29 00:00:00+08:00</td>\n",
       "      <td>2021-09-30 00:00:00+08:00</td>\n",
       "      <td>1.770</td>\n",
       "      <td>4.0339e+09</td>\n",
       "      <td>6.2951e+09</td>\n",
       "      <td>3.5650e+08</td>\n",
       "      <td>1.2420e+09</td>\n",
       "      <td>6.5244e+06</td>\n",
       "      <td>2.1043e+06</td>\n",
       "      <td>1.4680e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.4636e+09</td>\n",
       "      <td>0.0000e+00</td>\n",
       "      <td>-4.6527e+06</td>\n",
       "      <td>2.5001e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SHSE.603659</td>\n",
       "      <td>2021-08-06 00:00:00+08:00</td>\n",
       "      <td>2021-06-30 00:00:00+08:00</td>\n",
       "      <td>1.120</td>\n",
       "      <td>2.4717e+09</td>\n",
       "      <td>3.9229e+09</td>\n",
       "      <td>2.2917e+08</td>\n",
       "      <td>7.7605e+08</td>\n",
       "      <td>4.6899e+06</td>\n",
       "      <td>5.4692e+05</td>\n",
       "      <td>9.2327e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.1912e+08</td>\n",
       "      <td>0.0000e+00</td>\n",
       "      <td>5.3287e+06</td>\n",
       "      <td>1.6374e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SHSE.603659</td>\n",
       "      <td>2021-04-12 00:00:00+08:00</td>\n",
       "      <td>2021-03-31 00:00:00+08:00</td>\n",
       "      <td>0.670</td>\n",
       "      <td>1.0823e+09</td>\n",
       "      <td>1.7392e+09</td>\n",
       "      <td>1.0921e+08</td>\n",
       "      <td>3.3510e+08</td>\n",
       "      <td>1.4764e+06</td>\n",
       "      <td>3.3737e+05</td>\n",
       "      <td>3.9551e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.9437e+08</td>\n",
       "      <td>0.0000e+00</td>\n",
       "      <td>2.4377e+06</td>\n",
       "      <td>8.3027e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>SZSE.003816</td>\n",
       "      <td>2018-08-29 00:00:00+08:00</td>\n",
       "      <td>2018-06-30 00:00:00+08:00</td>\n",
       "      <td>0.095</td>\n",
       "      <td>1.2595e+10</td>\n",
       "      <td>2.3010e+10</td>\n",
       "      <td>1.7028e+08</td>\n",
       "      <td>6.7252e+09</td>\n",
       "      <td>2.8945e+07</td>\n",
       "      <td>3.4057e+06</td>\n",
       "      <td>7.5108e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.4852e+09</td>\n",
       "      <td>0.0000e+00</td>\n",
       "      <td>2.8580e+09</td>\n",
       "      <td>9.6654e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>SZSE.003816</td>\n",
       "      <td>2018-04-18 00:00:00+08:00</td>\n",
       "      <td>2018-03-31 00:00:00+08:00</td>\n",
       "      <td>0.055</td>\n",
       "      <td>5.7767e+09</td>\n",
       "      <td>1.0920e+10</td>\n",
       "      <td>0.0000e+00</td>\n",
       "      <td>3.6701e+09</td>\n",
       "      <td>6.3298e+06</td>\n",
       "      <td>5.1837e+05</td>\n",
       "      <td>4.0604e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0546e+09</td>\n",
       "      <td>0.0000e+00</td>\n",
       "      <td>1.3457e+09</td>\n",
       "      <td>4.7133e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>SZSE.003816</td>\n",
       "      <td>2018-03-28 00:00:00+08:00</td>\n",
       "      <td>2017-12-31 00:00:00+08:00</td>\n",
       "      <td>0.212</td>\n",
       "      <td>2.5185e+10</td>\n",
       "      <td>4.5638e+10</td>\n",
       "      <td>0.0000e+00</td>\n",
       "      <td>1.2797e+10</td>\n",
       "      <td>4.3064e+07</td>\n",
       "      <td>4.2909e+06</td>\n",
       "      <td>1.4293e+10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.4255e+10</td>\n",
       "      <td>2.9862e+08</td>\n",
       "      <td>6.1068e+09</td>\n",
       "      <td>3.0535e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>SZSE.003816</td>\n",
       "      <td>2017-10-18 00:00:00+08:00</td>\n",
       "      <td>2017-09-30 00:00:00+08:00</td>\n",
       "      <td>0.190</td>\n",
       "      <td>1.7053e+10</td>\n",
       "      <td>3.3516e+10</td>\n",
       "      <td>0.0000e+00</td>\n",
       "      <td>1.1844e+10</td>\n",
       "      <td>1.2684e+07</td>\n",
       "      <td>2.9567e+07</td>\n",
       "      <td>1.3360e+10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.3377e+10</td>\n",
       "      <td>-2.2862e+04</td>\n",
       "      <td>4.6212e+09</td>\n",
       "      <td>1.5543e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>SZSE.003816</td>\n",
       "      <td>2017-08-28 00:00:00+08:00</td>\n",
       "      <td>2017-06-30 00:00:00+08:00</td>\n",
       "      <td>0.140</td>\n",
       "      <td>1.0774e+10</td>\n",
       "      <td>2.1417e+10</td>\n",
       "      <td>0.0000e+00</td>\n",
       "      <td>8.1115e+09</td>\n",
       "      <td>5.6752e+06</td>\n",
       "      <td>4.0395e+07</td>\n",
       "      <td>9.1870e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.2217e+09</td>\n",
       "      <td>-1.8368e+06</td>\n",
       "      <td>3.1191e+09</td>\n",
       "      <td>1.1521e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>985 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          symbol                  pub_date                  end_date  \\\n",
       "0    SHSE.603659 2022-04-12 00:00:00+08:00 2022-03-31 00:00:00+08:00   \n",
       "1    SHSE.603659 2022-03-29 00:00:00+08:00 2021-12-31 00:00:00+08:00   \n",
       "2    SHSE.603659 2021-10-29 00:00:00+08:00 2021-09-30 00:00:00+08:00   \n",
       "3    SHSE.603659 2021-08-06 00:00:00+08:00 2021-06-30 00:00:00+08:00   \n",
       "4    SHSE.603659 2021-04-12 00:00:00+08:00 2021-03-31 00:00:00+08:00   \n",
       "..           ...                       ...                       ...   \n",
       "980  SZSE.003816 2018-08-29 00:00:00+08:00 2018-06-30 00:00:00+08:00   \n",
       "981  SZSE.003816 2018-04-18 00:00:00+08:00 2018-03-31 00:00:00+08:00   \n",
       "982  SZSE.003816 2018-03-28 00:00:00+08:00 2017-12-31 00:00:00+08:00   \n",
       "983  SZSE.003816 2017-10-18 00:00:00+08:00 2017-09-30 00:00:00+08:00   \n",
       "984  SZSE.003816 2017-08-28 00:00:00+08:00 2017-06-30 00:00:00+08:00   \n",
       "\n",
       "     BASICEPS     BIZCOST     BIZINCO    DEVEEXPE   NETPROFIT    NONOEXPE  \\\n",
       "0       0.920  1.9180e+09  3.1306e+09  1.7314e+08  6.8795e+08  2.5616e+06   \n",
       "1       2.530  5.7888e+09  8.9959e+09  5.4274e+08  1.7829e+09  9.5983e+06   \n",
       "2       1.770  4.0339e+09  6.2951e+09  3.5650e+08  1.2420e+09  6.5244e+06   \n",
       "3       1.120  2.4717e+09  3.9229e+09  2.2917e+08  7.7605e+08  4.6899e+06   \n",
       "4       0.670  1.0823e+09  1.7392e+09  1.0921e+08  3.3510e+08  1.4764e+06   \n",
       "..        ...         ...         ...         ...         ...         ...   \n",
       "980     0.095  1.2595e+10  2.3010e+10  1.7028e+08  6.7252e+09  2.8945e+07   \n",
       "981     0.055  5.7767e+09  1.0920e+10  0.0000e+00  3.6701e+09  6.3298e+06   \n",
       "982     0.212  2.5185e+10  4.5638e+10  0.0000e+00  1.2797e+10  4.3064e+07   \n",
       "983     0.190  1.7053e+10  3.3516e+10  0.0000e+00  1.1844e+10  1.2684e+07   \n",
       "984     0.140  1.0774e+10  2.1417e+10  0.0000e+00  8.1115e+09  5.6752e+06   \n",
       "\n",
       "       NONOREVE   PERPROFIT  SUBSIDYINCOME   TOTPROFIT  ASSEIMPALOSS  \\\n",
       "0    5.1233e+06  7.8995e+08            0.0  7.9251e+08    0.0000e+00   \n",
       "1    2.6403e+06  2.0362e+09            0.0  2.0293e+09    0.0000e+00   \n",
       "2    2.1043e+06  1.4680e+09            0.0  1.4636e+09    0.0000e+00   \n",
       "3    5.4692e+05  9.2327e+08            0.0  9.1912e+08    0.0000e+00   \n",
       "4    3.3737e+05  3.9551e+08            0.0  3.9437e+08    0.0000e+00   \n",
       "..          ...         ...            ...         ...           ...   \n",
       "980  3.4057e+06  7.5108e+09            0.0  7.4852e+09    0.0000e+00   \n",
       "981  5.1837e+05  4.0604e+09            0.0  4.0546e+09    0.0000e+00   \n",
       "982  4.2909e+06  1.4293e+10            0.0  1.4255e+10    2.9862e+08   \n",
       "983  2.9567e+07  1.3360e+10            0.0  1.3377e+10   -2.2862e+04   \n",
       "984  4.0395e+07  9.1870e+09            0.0  9.2217e+09   -1.8368e+06   \n",
       "\n",
       "        FINEXPE    MANAEXPE  INTEEXPE  INTEINCO  \n",
       "0   -3.7667e+06  1.3683e+08       0.0       0.0  \n",
       "1   -5.4851e+06  3.6672e+08       0.0       0.0  \n",
       "2   -4.6527e+06  2.5001e+08       0.0       0.0  \n",
       "3    5.3287e+06  1.6374e+08       0.0       0.0  \n",
       "4    2.4377e+06  8.3027e+07       0.0       0.0  \n",
       "..          ...         ...       ...       ...  \n",
       "980  2.8580e+09  9.6654e+08       0.0       0.0  \n",
       "981  1.3457e+09  4.7133e+08       0.0       0.0  \n",
       "982  6.1068e+09  3.0535e+09       0.0       0.0  \n",
       "983  4.6212e+09  1.5543e+09       0.0       0.0  \n",
       "984  3.1191e+09  1.1521e+09       0.0       0.0  \n",
       "\n",
       "[985 rows x 18 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cw_g_z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c41bd0f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "8c11aa9e",
   "metadata": {},
   "outputs": [
    {
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       "      <th>2017-06-30 00:00:00+08:00</th>\n",
       "      <td>2017-08-30 00:00:00+08:00</td>\n",
       "      <td>2017-09-01 00:00:00+08:00</td>\n",
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       "      <td>6.0082e+08</td>\n",
       "      <td>3.9346e+09</td>\n",
       "      <td>6.2762e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>4.8134e+07</td>\n",
       "      <td>2.6754e+08</td>\n",
       "      <td>7.6651e+07</td>\n",
       "      <td>1.1588e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-30 00:00:00+08:00</th>\n",
       "      <td>2017-10-31 00:00:00+08:00</td>\n",
       "      <td>2017-11-02 00:00:00+08:00</td>\n",
       "      <td>2018-10-26 00:00:00+08:00</td>\n",
       "      <td>1.12</td>\n",
       "      <td>0.88</td>\n",
       "      <td>1.3300</td>\n",
       "      <td>7.0507e+09</td>\n",
       "      <td>9.6525e+08</td>\n",
       "      <td>7.6977e+09</td>\n",
       "      <td>1.0846e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>5.7698e+07</td>\n",
       "      <td>4.4101e+08</td>\n",
       "      <td>1.2234e+08</td>\n",
       "      <td>9.0523e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-31 00:00:00+08:00</th>\n",
       "      <td>2018-03-29 00:00:00+08:00</td>\n",
       "      <td>2018-04-03 00:00:00+08:00</td>\n",
       "      <td>2018-05-22 00:00:00+08:00</td>\n",
       "      <td>1.81</td>\n",
       "      <td>1.19</td>\n",
       "      <td>2.0084</td>\n",
       "      <td>1.1082e+10</td>\n",
       "      <td>1.4180e+09</td>\n",
       "      <td>1.2740e+10</td>\n",
       "      <td>1.6362e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>4.2170e+07</td>\n",
       "      <td>6.6442e+08</td>\n",
       "      <td>1.8388e+08</td>\n",
       "      <td>2.9565e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-31 00:00:00+08:00</th>\n",
       "      <td>2018-04-26 00:00:00+08:00</td>\n",
       "      <td>2018-04-24 00:00:00+08:00</td>\n",
       "      <td>2018-05-22 00:00:00+08:00</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.2120</td>\n",
       "      <td>2.7096e+09</td>\n",
       "      <td>3.6362e+08</td>\n",
       "      <td>2.4956e+09</td>\n",
       "      <td>3.4700e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7652e+06</td>\n",
       "      <td>1.7100e+08</td>\n",
       "      <td>5.2252e+07</td>\n",
       "      <td>5.6503e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-30 00:00:00+08:00</th>\n",
       "      <td>2018-08-31 00:00:00+08:00</td>\n",
       "      <td>2018-08-16 00:00:00+08:00</td>\n",
       "      <td>2018-08-24 00:00:00+08:00</td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.4659</td>\n",
       "      <td>7.7395e+09</td>\n",
       "      <td>8.8839e+08</td>\n",
       "      <td>6.4316e+09</td>\n",
       "      <td>1.0002e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2979e+07</td>\n",
       "      <td>3.5177e+08</td>\n",
       "      <td>1.1584e+08</td>\n",
       "      <td>1.3203e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-09-30 00:00:00+08:00</th>\n",
       "      <td>2018-10-31 00:00:00+08:00</td>\n",
       "      <td>2018-10-20 00:00:00+08:00</td>\n",
       "      <td>2018-10-26 00:00:00+08:00</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1.1700</td>\n",
       "      <td>1.1413e+10</td>\n",
       "      <td>1.5312e+09</td>\n",
       "      <td>1.3150e+10</td>\n",
       "      <td>1.4671e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.5072e+08</td>\n",
       "      <td>4.2045e+08</td>\n",
       "      <td>8.6636e+07</td>\n",
       "      <td>9.8382e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-31 00:00:00+08:00</th>\n",
       "      <td>2019-04-30 00:00:00+08:00</td>\n",
       "      <td>2019-03-12 00:00:00+08:00</td>\n",
       "      <td>2019-04-25 00:00:00+08:00</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1.37</td>\n",
       "      <td>1.6412</td>\n",
       "      <td>1.7096e+10</td>\n",
       "      <td>2.2544e+09</td>\n",
       "      <td>1.9902e+10</td>\n",
       "      <td>2.1988e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.7973e+08</td>\n",
       "      <td>6.2287e+08</td>\n",
       "      <td>1.2257e+08</td>\n",
       "      <td>1.5907e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-31 00:00:00+08:00</th>\n",
       "      <td>2019-04-30 00:00:00+08:00</td>\n",
       "      <td>2019-04-25 00:00:00+08:00</td>\n",
       "      <td>2019-04-27 00:00:00+08:00</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.4800</td>\n",
       "      <td>4.3661e+09</td>\n",
       "      <td>7.5614e+08</td>\n",
       "      <td>7.1161e+09</td>\n",
       "      <td>5.7102e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.1046e+08</td>\n",
       "      <td>1.8717e+08</td>\n",
       "      <td>3.3894e+07</td>\n",
       "      <td>5.2505e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-06-30 00:00:00+08:00</th>\n",
       "      <td>2019-08-29 00:00:00+08:00</td>\n",
       "      <td>2019-08-28 00:00:00+08:00</td>\n",
       "      <td>2019-08-24 00:00:00+08:00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.9674</td>\n",
       "      <td>1.0411e+10</td>\n",
       "      <td>1.5909e+09</td>\n",
       "      <td>1.4227e+10</td>\n",
       "      <td>1.4111e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.2805e+08</td>\n",
       "      <td>3.9918e+08</td>\n",
       "      <td>7.5062e+07</td>\n",
       "      <td>1.0619e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-30 00:00:00+08:00</th>\n",
       "      <td>2019-10-31 00:00:00+08:00</td>\n",
       "      <td>2019-10-30 00:00:00+08:00</td>\n",
       "      <td>2019-10-26 00:00:00+08:00</td>\n",
       "      <td>0.98</td>\n",
       "      <td>1.05</td>\n",
       "      <td>1.6002</td>\n",
       "      <td>1.6424e+10</td>\n",
       "      <td>2.5068e+09</td>\n",
       "      <td>2.3301e+10</td>\n",
       "      <td>2.2693e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.3261e+08</td>\n",
       "      <td>6.4450e+08</td>\n",
       "      <td>1.1605e+08</td>\n",
       "      <td>1.6290e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-31 00:00:00+08:00</th>\n",
       "      <td>2020-04-23 00:00:00+08:00</td>\n",
       "      <td>2020-03-27 00:00:00+08:00</td>\n",
       "      <td>2020-04-25 00:00:00+08:00</td>\n",
       "      <td>1.47</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2.0937</td>\n",
       "      <td>2.3389e+10</td>\n",
       "      <td>3.3837e+09</td>\n",
       "      <td>3.2483e+10</td>\n",
       "      <td>3.2897e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.8162e+08</td>\n",
       "      <td>9.7103e+08</td>\n",
       "      <td>1.6147e+08</td>\n",
       "      <td>1.8327e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-31 00:00:00+08:00</th>\n",
       "      <td>2020-04-23 00:00:00+08:00</td>\n",
       "      <td>2020-04-30 00:00:00+08:00</td>\n",
       "      <td>2020-04-28 00:00:00+08:00</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.3406</td>\n",
       "      <td>5.8592e+09</td>\n",
       "      <td>5.6972e+08</td>\n",
       "      <td>6.7649e+09</td>\n",
       "      <td>8.5994e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.3968e+08</td>\n",
       "      <td>2.6736e+08</td>\n",
       "      <td>4.0250e+07</td>\n",
       "      <td>4.1275e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-30 00:00:00+08:00</th>\n",
       "      <td>2020-08-28 00:00:00+08:00</td>\n",
       "      <td>2020-08-18 00:00:00+08:00</td>\n",
       "      <td>2020-08-27 00:00:00+08:00</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.8833</td>\n",
       "      <td>1.4253e+10</td>\n",
       "      <td>1.3096e+09</td>\n",
       "      <td>1.3717e+10</td>\n",
       "      <td>2.0141e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.0191e+08</td>\n",
       "      <td>5.8585e+08</td>\n",
       "      <td>8.4944e+07</td>\n",
       "      <td>8.0966e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-30 00:00:00+08:00</th>\n",
       "      <td>2020-10-31 00:00:00+08:00</td>\n",
       "      <td>2020-10-28 00:00:00+08:00</td>\n",
       "      <td>2020-10-28 00:00:00+08:00</td>\n",
       "      <td>1.69</td>\n",
       "      <td>0.95</td>\n",
       "      <td>1.5243</td>\n",
       "      <td>2.4414e+10</td>\n",
       "      <td>2.2714e+09</td>\n",
       "      <td>2.2883e+10</td>\n",
       "      <td>3.3832e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.9122e+08</td>\n",
       "      <td>9.6219e+08</td>\n",
       "      <td>1.3795e+08</td>\n",
       "      <td>1.1542e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-31 00:00:00+08:00</th>\n",
       "      <td>2021-04-21 00:00:00+08:00</td>\n",
       "      <td>2021-03-16 00:00:00+08:00</td>\n",
       "      <td>2021-04-28 00:00:00+08:00</td>\n",
       "      <td>2.27</td>\n",
       "      <td>1.52</td>\n",
       "      <td>2.4942</td>\n",
       "      <td>4.1146e+10</td>\n",
       "      <td>3.6129e+09</td>\n",
       "      <td>3.6349e+10</td>\n",
       "      <td>5.4583e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.1264e+08</td>\n",
       "      <td>1.4658e+09</td>\n",
       "      <td>2.1227e+08</td>\n",
       "      <td>1.7681e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-31 00:00:00+08:00</th>\n",
       "      <td>2021-04-21 00:00:00+08:00</td>\n",
       "      <td>2021-04-12 00:00:00+08:00</td>\n",
       "      <td>2021-04-30 00:00:00+08:00</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.8463</td>\n",
       "      <td>1.2175e+10</td>\n",
       "      <td>1.0823e+09</td>\n",
       "      <td>1.3938e+10</td>\n",
       "      <td>1.5854e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.9935e+08</td>\n",
       "      <td>3.0612e+08</td>\n",
       "      <td>8.3027e+07</td>\n",
       "      <td>7.1716e+08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-30 00:00:00+08:00</th>\n",
       "      <td>2021-08-31 00:00:00+08:00</td>\n",
       "      <td>2021-08-06 00:00:00+08:00</td>\n",
       "      <td>2021-08-26 00:00:00+08:00</td>\n",
       "      <td>0.93</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.9416</td>\n",
       "      <td>2.7121e+10</td>\n",
       "      <td>2.4717e+09</td>\n",
       "      <td>3.2062e+10</td>\n",
       "      <td>3.5098e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.2260e+08</td>\n",
       "      <td>7.5448e+08</td>\n",
       "      <td>1.6374e+08</td>\n",
       "      <td>1.4253e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-30 00:00:00+08:00</th>\n",
       "      <td>2021-10-29 00:00:00+08:00</td>\n",
       "      <td>2021-10-29 00:00:00+08:00</td>\n",
       "      <td>2021-10-28 00:00:00+08:00</td>\n",
       "      <td>1.41</td>\n",
       "      <td>1.77</td>\n",
       "      <td>3.3464</td>\n",
       "      <td>4.4233e+10</td>\n",
       "      <td>4.0339e+09</td>\n",
       "      <td>5.3179e+10</td>\n",
       "      <td>5.6206e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.9840e+08</td>\n",
       "      <td>1.2547e+09</td>\n",
       "      <td>2.5001e+08</td>\n",
       "      <td>2.2269e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31 00:00:00+08:00</th>\n",
       "      <td>2022-04-28 00:00:00+08:00</td>\n",
       "      <td>2022-03-29 00:00:00+08:00</td>\n",
       "      <td>2022-04-22 00:00:00+08:00</td>\n",
       "      <td>1.69</td>\n",
       "      <td>2.53</td>\n",
       "      <td>6.8760</td>\n",
       "      <td>6.4590e+10</td>\n",
       "      <td>5.7888e+09</td>\n",
       "      <td>9.6094e+10</td>\n",
       "      <td>8.0932e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.4120e+08</td>\n",
       "      <td>1.8106e+09</td>\n",
       "      <td>3.6672e+08</td>\n",
       "      <td>3.3689e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-31 00:00:00+08:00</th>\n",
       "      <td>2022-04-28 00:00:00+08:00</td>\n",
       "      <td>2022-04-12 00:00:00+08:00</td>\n",
       "      <td>2022-04-30 00:00:00+08:00</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.6439</td>\n",
       "      <td>1.4636e+10</td>\n",
       "      <td>1.9180e+09</td>\n",
       "      <td>4.1628e+10</td>\n",
       "      <td>1.8595e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.7410e+05</td>\n",
       "      <td>5.7954e+08</td>\n",
       "      <td>1.3683e+08</td>\n",
       "      <td>1.2460e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 48 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           pub_date                            \\\n",
       "symbol                                  SHSE.601012               SHSE.603659   \n",
       "end_date                                                                        \n",
       "2017-06-30 00:00:00+08:00 2017-08-30 00:00:00+08:00 2017-09-01 00:00:00+08:00   \n",
       "2017-09-30 00:00:00+08:00 2017-10-31 00:00:00+08:00 2017-11-02 00:00:00+08:00   \n",
       "2017-12-31 00:00:00+08:00 2018-03-29 00:00:00+08:00 2018-04-03 00:00:00+08:00   \n",
       "2018-03-31 00:00:00+08:00 2018-04-26 00:00:00+08:00 2018-04-24 00:00:00+08:00   \n",
       "2018-06-30 00:00:00+08:00 2018-08-31 00:00:00+08:00 2018-08-16 00:00:00+08:00   \n",
       "2018-09-30 00:00:00+08:00 2018-10-31 00:00:00+08:00 2018-10-20 00:00:00+08:00   \n",
       "2018-12-31 00:00:00+08:00 2019-04-30 00:00:00+08:00 2019-03-12 00:00:00+08:00   \n",
       "2019-03-31 00:00:00+08:00 2019-04-30 00:00:00+08:00 2019-04-25 00:00:00+08:00   \n",
       "2019-06-30 00:00:00+08:00 2019-08-29 00:00:00+08:00 2019-08-28 00:00:00+08:00   \n",
       "2019-09-30 00:00:00+08:00 2019-10-31 00:00:00+08:00 2019-10-30 00:00:00+08:00   \n",
       "2019-12-31 00:00:00+08:00 2020-04-23 00:00:00+08:00 2020-03-27 00:00:00+08:00   \n",
       "2020-03-31 00:00:00+08:00 2020-04-23 00:00:00+08:00 2020-04-30 00:00:00+08:00   \n",
       "2020-06-30 00:00:00+08:00 2020-08-28 00:00:00+08:00 2020-08-18 00:00:00+08:00   \n",
       "2020-09-30 00:00:00+08:00 2020-10-31 00:00:00+08:00 2020-10-28 00:00:00+08:00   \n",
       "2020-12-31 00:00:00+08:00 2021-04-21 00:00:00+08:00 2021-03-16 00:00:00+08:00   \n",
       "2021-03-31 00:00:00+08:00 2021-04-21 00:00:00+08:00 2021-04-12 00:00:00+08:00   \n",
       "2021-06-30 00:00:00+08:00 2021-08-31 00:00:00+08:00 2021-08-06 00:00:00+08:00   \n",
       "2021-09-30 00:00:00+08:00 2021-10-29 00:00:00+08:00 2021-10-29 00:00:00+08:00   \n",
       "2021-12-31 00:00:00+08:00 2022-04-28 00:00:00+08:00 2022-03-29 00:00:00+08:00   \n",
       "2022-03-31 00:00:00+08:00 2022-04-28 00:00:00+08:00 2022-04-12 00:00:00+08:00   \n",
       "\n",
       "                                                       BASICEPS              \\\n",
       "symbol                                  SZSE.300750 SHSE.601012 SHSE.603659   \n",
       "end_date                                                                      \n",
       "2017-06-30 00:00:00+08:00 2017-11-10 00:00:00+08:00        0.62        0.53   \n",
       "2017-09-30 00:00:00+08:00 2018-10-26 00:00:00+08:00        1.12        0.88   \n",
       "2017-12-31 00:00:00+08:00 2018-05-22 00:00:00+08:00        1.81        1.19   \n",
       "2018-03-31 00:00:00+08:00 2018-05-22 00:00:00+08:00        0.27        0.30   \n",
       "2018-06-30 00:00:00+08:00 2018-08-24 00:00:00+08:00        0.47        0.59   \n",
       "2018-09-30 00:00:00+08:00 2018-10-26 00:00:00+08:00        0.61        0.99   \n",
       "2018-12-31 00:00:00+08:00 2019-04-25 00:00:00+08:00        0.93        1.37   \n",
       "2019-03-31 00:00:00+08:00 2019-04-27 00:00:00+08:00        0.22        0.30   \n",
       "2019-06-30 00:00:00+08:00 2019-08-24 00:00:00+08:00        0.57        0.61   \n",
       "2019-09-30 00:00:00+08:00 2019-10-26 00:00:00+08:00        0.98        1.05   \n",
       "2019-12-31 00:00:00+08:00 2020-04-25 00:00:00+08:00        1.47        1.50   \n",
       "2020-03-31 00:00:00+08:00 2020-04-28 00:00:00+08:00        0.49        0.21   \n",
       "2020-06-30 00:00:00+08:00 2020-08-27 00:00:00+08:00        1.09        0.45   \n",
       "2020-09-30 00:00:00+08:00 2020-10-28 00:00:00+08:00        1.69        0.95   \n",
       "2020-12-31 00:00:00+08:00 2021-04-28 00:00:00+08:00        2.27        1.52   \n",
       "2021-03-31 00:00:00+08:00 2021-04-30 00:00:00+08:00        0.66        0.67   \n",
       "2021-06-30 00:00:00+08:00 2021-08-26 00:00:00+08:00        0.93        1.12   \n",
       "2021-09-30 00:00:00+08:00 2021-10-28 00:00:00+08:00        1.41        1.77   \n",
       "2021-12-31 00:00:00+08:00 2022-04-22 00:00:00+08:00        1.69        2.53   \n",
       "2022-03-31 00:00:00+08:00 2022-04-30 00:00:00+08:00        0.49        0.92   \n",
       "\n",
       "                                          BIZCOST                          \\\n",
       "symbol                    SZSE.300750 SHSE.601012 SHSE.603659 SZSE.300750   \n",
       "end_date                                                                    \n",
       "2017-06-30 00:00:00+08:00      0.9740  4.0724e+09  6.0082e+08  3.9346e+09   \n",
       "2017-09-30 00:00:00+08:00      1.3300  7.0507e+09  9.6525e+08  7.6977e+09   \n",
       "2017-12-31 00:00:00+08:00      2.0084  1.1082e+10  1.4180e+09  1.2740e+10   \n",
       "2018-03-31 00:00:00+08:00      0.2120  2.7096e+09  3.6362e+08  2.4956e+09   \n",
       "2018-06-30 00:00:00+08:00      0.4659  7.7395e+09  8.8839e+08  6.4316e+09   \n",
       "2018-09-30 00:00:00+08:00      1.1700  1.1413e+10  1.5312e+09  1.3150e+10   \n",
       "2018-12-31 00:00:00+08:00      1.6412  1.7096e+10  2.2544e+09  1.9902e+10   \n",
       "2019-03-31 00:00:00+08:00      0.4800  4.3661e+09  7.5614e+08  7.1161e+09   \n",
       "2019-06-30 00:00:00+08:00      0.9674  1.0411e+10  1.5909e+09  1.4227e+10   \n",
       "2019-09-30 00:00:00+08:00      1.6002  1.6424e+10  2.5068e+09  2.3301e+10   \n",
       "2019-12-31 00:00:00+08:00      2.0937  2.3389e+10  3.3837e+09  3.2483e+10   \n",
       "2020-03-31 00:00:00+08:00      0.3406  5.8592e+09  5.6972e+08  6.7649e+09   \n",
       "2020-06-30 00:00:00+08:00      0.8833  1.4253e+10  1.3096e+09  1.3717e+10   \n",
       "2020-09-30 00:00:00+08:00      1.5243  2.4414e+10  2.2714e+09  2.2883e+10   \n",
       "2020-12-31 00:00:00+08:00      2.4942  4.1146e+10  3.6129e+09  3.6349e+10   \n",
       "2021-03-31 00:00:00+08:00      0.8463  1.2175e+10  1.0823e+09  1.3938e+10   \n",
       "2021-06-30 00:00:00+08:00      1.9416  2.7121e+10  2.4717e+09  3.2062e+10   \n",
       "2021-09-30 00:00:00+08:00      3.3464  4.4233e+10  4.0339e+09  5.3179e+10   \n",
       "2021-12-31 00:00:00+08:00      6.8760  6.4590e+10  5.7888e+09  9.6094e+10   \n",
       "2022-03-31 00:00:00+08:00      0.6439  1.4636e+10  1.9180e+09  4.1628e+10   \n",
       "\n",
       "                              BIZINCO  ...     FINEXPE    MANAEXPE  \\\n",
       "symbol                    SHSE.601012  ... SZSE.300750 SHSE.601012   \n",
       "end_date                               ...                           \n",
       "2017-06-30 00:00:00+08:00  6.2762e+09  ...  4.8134e+07  2.6754e+08   \n",
       "2017-09-30 00:00:00+08:00  1.0846e+10  ...  5.7698e+07  4.4101e+08   \n",
       "2017-12-31 00:00:00+08:00  1.6362e+10  ...  4.2170e+07  6.6442e+08   \n",
       "2018-03-31 00:00:00+08:00  3.4700e+09  ...  2.7652e+06  1.7100e+08   \n",
       "2018-06-30 00:00:00+08:00  1.0002e+10  ... -2.2979e+07  3.5177e+08   \n",
       "2018-09-30 00:00:00+08:00  1.4671e+10  ... -1.5072e+08  4.2045e+08   \n",
       "2018-12-31 00:00:00+08:00  2.1988e+10  ... -2.7973e+08  6.2287e+08   \n",
       "2019-03-31 00:00:00+08:00  5.7102e+09  ... -1.1046e+08  1.8717e+08   \n",
       "2019-06-30 00:00:00+08:00  1.4111e+10  ... -4.2805e+08  3.9918e+08   \n",
       "2019-09-30 00:00:00+08:00  2.2693e+10  ... -6.3261e+08  6.4450e+08   \n",
       "2019-12-31 00:00:00+08:00  3.2897e+10  ... -7.8162e+08  9.7103e+08   \n",
       "2020-03-31 00:00:00+08:00  8.5994e+09  ... -1.3968e+08  2.6736e+08   \n",
       "2020-06-30 00:00:00+08:00  2.0141e+10  ... -4.0191e+08  5.8585e+08   \n",
       "2020-09-30 00:00:00+08:00  3.3832e+10  ... -6.9122e+08  9.6219e+08   \n",
       "2020-12-31 00:00:00+08:00  5.4583e+10  ... -7.1264e+08  1.4658e+09   \n",
       "2021-03-31 00:00:00+08:00  1.5854e+10  ... -1.9935e+08  3.0612e+08   \n",
       "2021-06-30 00:00:00+08:00  3.5098e+10  ... -4.2260e+08  7.5448e+08   \n",
       "2021-09-30 00:00:00+08:00  5.6206e+10  ... -4.9840e+08  1.2547e+09   \n",
       "2021-12-31 00:00:00+08:00  8.0932e+10  ... -6.4120e+08  1.8106e+09   \n",
       "2022-03-31 00:00:00+08:00  1.8595e+10  ... -3.7410e+05  5.7954e+08   \n",
       "\n",
       "                                                     INTEEXPE              \\\n",
       "symbol                    SHSE.603659 SZSE.300750 SHSE.601012 SHSE.603659   \n",
       "end_date                                                                    \n",
       "2017-06-30 00:00:00+08:00  7.6651e+07  1.1588e+09         0.0         0.0   \n",
       "2017-09-30 00:00:00+08:00  1.2234e+08  9.0523e+08         0.0         0.0   \n",
       "2017-12-31 00:00:00+08:00  1.8388e+08  2.9565e+09         0.0         0.0   \n",
       "2018-03-31 00:00:00+08:00  5.2252e+07  5.6503e+08         0.0         0.0   \n",
       "2018-06-30 00:00:00+08:00  1.1584e+08  1.3203e+09         0.0         0.0   \n",
       "2018-09-30 00:00:00+08:00  8.6636e+07  9.8382e+08         0.0         0.0   \n",
       "2018-12-31 00:00:00+08:00  1.2257e+08  1.5907e+09         0.0         0.0   \n",
       "2019-03-31 00:00:00+08:00  3.3894e+07  5.2505e+08         0.0         0.0   \n",
       "2019-06-30 00:00:00+08:00  7.5062e+07  1.0619e+09         0.0         0.0   \n",
       "2019-09-30 00:00:00+08:00  1.1605e+08  1.6290e+09         0.0         0.0   \n",
       "2019-12-31 00:00:00+08:00  1.6147e+08  1.8327e+09         0.0         0.0   \n",
       "2020-03-31 00:00:00+08:00  4.0250e+07  4.1275e+08         0.0         0.0   \n",
       "2020-06-30 00:00:00+08:00  8.4944e+07  8.0966e+08         0.0         0.0   \n",
       "2020-09-30 00:00:00+08:00  1.3795e+08  1.1542e+09         0.0         0.0   \n",
       "2020-12-31 00:00:00+08:00  2.1227e+08  1.7681e+09         0.0         0.0   \n",
       "2021-03-31 00:00:00+08:00  8.3027e+07  7.1716e+08         0.0         0.0   \n",
       "2021-06-30 00:00:00+08:00  1.6374e+08  1.4253e+09         0.0         0.0   \n",
       "2021-09-30 00:00:00+08:00  2.5001e+08  2.2269e+09         0.0         0.0   \n",
       "2021-12-31 00:00:00+08:00  3.6672e+08  3.3689e+09         0.0         0.0   \n",
       "2022-03-31 00:00:00+08:00  1.3683e+08  1.2460e+09         0.0         0.0   \n",
       "\n",
       "                                         INTEINCO                          \n",
       "symbol                    SZSE.300750 SHSE.601012 SHSE.603659 SZSE.300750  \n",
       "end_date                                                                   \n",
       "2017-06-30 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2017-09-30 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2017-12-31 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2018-03-31 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2018-06-30 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2018-09-30 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2018-12-31 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2019-03-31 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2019-06-30 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2019-09-30 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2019-12-31 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2020-03-31 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2020-06-30 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2020-09-30 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2020-12-31 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2021-03-31 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2021-06-30 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2021-09-30 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2021-12-31 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "2022-03-31 00:00:00+08:00         0.0         0.0         0.0         0.0  \n",
       "\n",
       "[20 rows x 48 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zzz=cw_g_z[(cw_g_z.symbol==\"SHSE.601012\")|(cw_g_z.symbol==\"SZSE.300750\")|(cw_g_z.symbol==\"SHSE.603659\")].set_index([\"end_date\",\"symbol\"]).unstack()\n",
    "zzz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8013a872",
   "metadata": {},
   "source": [
    "\n",
    "34\tSHSE.601012\t14.18\t隆基股份\t2012-04-11 00:00:00+08:00\t68.9000\t71.4000\t68.8700\t73.0000\t2022-05-11 00:00:00+08:00\n",
    "5\tSZSE.300750\t13.44\t宁德时代\t2018-06-11 00:00:00+08:00\t379.9700\t409.7500\t379.5000\t418.7800\t2022-05-11 00:00:00+08:00\n",
    "0\tSHSE.603659\t1.99\t璞泰来\t2017-11-03 00:00:00+08:00\t125.8700\t131.7300\t123.9000\t135.8100\t2022-05-11 00:00:00+08:00"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "5f2f0c06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='end_date'>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zzz[\"PERPROFIT\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "fb76e255",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='end_date'>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MANAEXPE\t管理费用\t元\n",
    "zzz[\"MANAEXPE\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "3eecba8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='end_date'>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#DEVEEXPE\t研发费用\t元\n",
    "zzz[\"DEVEEXPE\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "a8c8401a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#zzz[\"FINEXPE\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "3725833d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='end_date'>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#FINEXPE\t财务费用\t元\n",
    "zzz[\"FINEXPE\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "f218f270",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='end_date'>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#ASSEIMPALOSS\t资产减值损失\t元\n",
    "zzz[\"ASSEIMPALOSS\"].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "759afc78",
   "metadata": {},
   "source": [
    "## 债务表\n",
    "\n",
    "ACCOPAYA\t应付账款\t元\n",
    "ACCORECE\t应收账款\t元\n",
    "AVAISELLASSE\t可供出售金融资产\t元\n",
    "BDSPAYA\t应付债券\t元\n",
    "TOTALCURRLIAB\t流动负债合计\t元\n",
    "TOTALNONCASSETS\t非流动资产合计\t元\n",
    "TOTALNONCLIAB\t非流动负债合计\t元\n",
    "TOTASSET\t资产总计\t元\n",
    "TOTCURRASSET\t流动资产合计\t元\n",
    "TOTLIAB\t负债合计\t元\n",
    "UNDIPROF\t未分配利润\t元\n",
    "\n",
    "34\tSHSE.601012\t14.18\t隆基股份\t2012-04-11 00:00:00+08:00\t68.9000\t71.4000\t68.8700\t73.0000\t2022-05-11 00:00:00+08:00\n",
    "5\tSZSE.300750\t13.44\t宁德时代\t2018-06-11 00:00:00+08:00\t379.9700\t409.7500\t379.5000\t418.7800\t2022-05-11 00:00:00+08:00\n",
    "0\tSHSE.603659\t1.99\t璞泰来\t2017-11-03 00:00:00+08:00\t125.8700\t131.7300\t123.9000\t135.8100\t2022-05-11 00:00:00+08:00"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "793fd342",
   "metadata": {},
   "outputs": [],
   "source": [
    "cw_g_z=get_fundamentals_n(table='balance_sheet', symbols=[\"SHSE.601012\",\"SZSE.300750\",\"SHSE.603659\"], end_date=\"2022-05-01\", count=20,\n",
    "                            fields='ACCOPAYA,ACCORECE,AVAISELLASSE,BDSPAYA,TOTALCURRLIAB,TOTALNONCASSETS,TOTALNONCLIAB,TOTASSET,TOTCURRASSET,TOTLIAB,UNDIPROF',df=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "7a7035b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "zzz=cw_g_z.set_index([\"end_date\",\"symbol\"]).unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "cd78c4c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='end_date'>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zzz[\"TOTASSET\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "06eb6b6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='end_date'>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zzz[\"TOTLIAB\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "7c4ab41b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='end_date'>"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zzz[\"TOTALNONCLIAB\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "b908b305",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='end_date'>"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zzz[\"ACCOPAYA\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "c64af8b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='end_date'>"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zzz[\"ACCORECE\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "34e6fd7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='end_date'>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#UNDIPROF\n",
    "zzz[\"UNDIPROF\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f622f6a9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
